In [1]:
pip install wbgapi
Requirement already satisfied: wbgapi in c:\users\yashn\anaconda3\lib\site-packages (1.1.2)
Requirement already satisfied: requests in c:\users\yashn\anaconda3\lib\site-packages (from wbgapi) (2.21.0)
Requirement already satisfied: tabulate in c:\users\yashn\anaconda3\lib\site-packages (from wbgapi) (0.9.0)
Requirement already satisfied: PyYAML in c:\users\yashn\anaconda3\lib\site-packages (from wbgapi) (5.1)
Requirement already satisfied: idna<2.9,>=2.5 in c:\users\yashn\anaconda3\lib\site-packages (from requests->wbgapi) (2.8)
Requirement already satisfied: urllib3<1.25,>=1.21.1 in c:\users\yashn\anaconda3\lib\site-packages (from requests->wbgapi) (1.24.1)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\users\yashn\anaconda3\lib\site-packages (from requests->wbgapi) (3.0.4)
Requirement already satisfied: certifi>=2017.4.17 in c:\users\yashn\anaconda3\lib\site-packages (from requests->wbgapi) (2020.4.5.1)
Note: you may need to restart the kernel to use updated packages.
In [2]:
pip install plotly 
Requirement already satisfied: plotly in c:\users\yashn\anaconda3\lib\site-packages (5.10.0)
Requirement already satisfied: tenacity>=6.2.0 in c:\users\yashn\anaconda3\lib\site-packages (from plotly) (8.1.0)
Note: you may need to restart the kernel to use updated packages.
In [3]:
pip install chart_studio
Requirement already satisfied: chart_studio in c:\users\yashn\anaconda3\lib\site-packages (1.1.0)
Requirement already satisfied: requests in c:\users\yashn\anaconda3\lib\site-packages (from chart_studio) (2.21.0)
Requirement already satisfied: six in c:\users\yashn\anaconda3\lib\site-packages (from chart_studio) (1.12.0)
Requirement already satisfied: retrying>=1.3.3 in c:\users\yashn\anaconda3\lib\site-packages (from chart_studio) (1.3.4)
Requirement already satisfied: plotly in c:\users\yashn\anaconda3\lib\site-packages (from chart_studio) (5.10.0)
Requirement already satisfied: idna<2.9,>=2.5 in c:\users\yashn\anaconda3\lib\site-packages (from requests->chart_studio) (2.8)
Requirement already satisfied: certifi>=2017.4.17 in c:\users\yashn\anaconda3\lib\site-packages (from requests->chart_studio) (2020.4.5.1)
Requirement already satisfied: urllib3<1.25,>=1.21.1 in c:\users\yashn\anaconda3\lib\site-packages (from requests->chart_studio) (1.24.1)
Requirement already satisfied: chardet<3.1.0,>=3.0.2 in c:\users\yashn\anaconda3\lib\site-packages (from requests->chart_studio) (3.0.4)
Requirement already satisfied: tenacity>=6.2.0 in c:\users\yashn\anaconda3\lib\site-packages (from plotly->chart_studio) (8.1.0)
Note: you may need to restart the kernel to use updated packages.

Importing Libraries

In [2]:
import wbgapi as wb
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
%matplotlib inline
import ipywidgets as widgets

Getting Data From World Bank Data through API

In [3]:
data =  wb.source.info()
print(data)
id    name                                                                  lastupdated
----  --------------------------------------------------------------------  -------------
1     Doing Business                                                        2021-08-18
2     World Development Indicators                                          2022-09-16
3     Worldwide Governance Indicators                                       2022-09-23
5     Subnational Malnutrition Database                                     2016-03-21
6     International Debt Statistics                                         2022-01-14
11    Africa Development Indicators                                         2013-02-22
12    Education Statistics                                                  2020-12-20
13    Enterprise Surveys                                                    2022-03-25
14    Gender Statistics                                                     2022-06-23
15    Global Economic Monitor                                               2020-07-27
16    Health Nutrition and Population Statistics                            2022-09-19
18    IDA Results Measurement System                                        2021-07-23
19    Millennium Development Goals                                          2018-09-19
20    Quarterly Public Sector Debt                                          2022-11-01
22    Quarterly External Debt Statistics SDDS                               2022-10-31
23    Quarterly External Debt Statistics GDDS                               2022-10-31
25    Jobs                                                                  2022-06-29
27    Global Economic Prospects                                             2022-06-07
28    Global Financial Inclusion                                            2022-10-24
29    The Atlas of Social Protection: Indicators of Resilience and Equity   2021-12-20
30    Exporter Dynamics Database – Indicators at Country-Year Level         2016-03-31
31    Country Policy and Institutional Assessment                           2022-09-15
32    Global Financial Development                                          2022-09-23
33    G20 Financial Inclusion Indicators                                    2019-02-27
34    Global Partnership for Education                                      2013-04-12
35    Sustainable Energy for All                                            2018-06-30
36    Statistical Capacity Indicators                                       2021-02-03
37    LAC Equity Lab                                                        2016-04-06
38    Subnational Poverty                                                   2015-04-27
39    Health Nutrition and Population Statistics by Wealth Quintile         2021-12-13
40    Population estimates and projections                                  2022-07-01
41    Country Partnership Strategy for India (FY2013 - 17)                  2015-05-22
43    Adjusted Net Savings                                                  2022-09-20
45    Indonesia Database for Policy and Economic Research                   2022-08-11
46    Sustainable Development Goals                                         2022-07-22
50    Subnational Population                                                2017-09-21
54    Joint External Debt Hub                                               2022-08-22
57    WDI Database Archives                                                 2022-11-01
58    Universal Health Coverage                                             2019-04-25
59    Wealth Accounts                                                       2021-10-27
60    Economic Fitness                                                      2018-04-19
61    PPPs Regulatory Quality                                               2019-04-25
62    International Comparison Program (ICP) 2011                           2020-08-24
63    Human Capital Index                                                   2020-09-21
64    Worldwide Bureaucracy Indicators                                      2022-09-20
65    Health Equity and Financial Protection Indicators                     2019-11-06
66    Logistics Performance Index                                           2019-10-29
67    PEFA 2011                                                             2022-11-23
68    PEFA 2016                                                             2022-11-23
69    Global Financial Inclusion and Consumer Protection Survey             2019-06-27
70    Economic Fitness 2                                                    2022-07-21
71    International Comparison Program (ICP) 2005                           2021-09-10
73    Global Financial Inclusion and Consumer Protection Survey (Internal)  2019-06-27
75    Environment, Social and Governance (ESG) Data                         2022-10-12
76    Remittance Prices Worldwide (Sending Countries)                       2020-12-07
77    Remittance Prices Worldwide (Receiving Countries)                     2020-12-07
78    ICP 2017                                                              2020-10-21
79    PEFA_GRPFM                                                            2022-11-23
80    Gender Disaggregated Labor Database (GDLD)                            2020-07-25
81    International Debt Statistics: DSSI                                   2021-12-16
82    Global Public Procurement                                             2021-03-24
83    Statistical Performance Indicators (SPI)                              2021-04-01
84    Education Policy                                                      2022-07-19
85    PEFA_2021_SNG                                                         2022-11-03
86    Global Jobs Indicators Database (JOIN)                                2021-09-24
87    Country Climate and Development Report (CCDR)                         2022-10-07
88    Food Prices for Nutrition                                             2022-07-05
      67 elements
In [6]:
#List of World Development Indicators
s = wb.series.info()
print(s)
id                         value
-------------------------  --------------------------------------------------------------------------------------------------------------------------------------------
AG.AGR.TRAC.NO             Agricultural machinery, tractors
AG.CON.FERT.PT.ZS          Fertilizer consumption (% of fertilizer production)
AG.CON.FERT.ZS             Fertilizer consumption (kilograms per hectare of arable land)
AG.LND.AGRI.K2             Agricultural land (sq. km)
AG.LND.AGRI.ZS             Agricultural land (% of land area)
AG.LND.ARBL.HA             Arable land (hectares)
AG.LND.ARBL.HA.PC          Arable land (hectares per person)
AG.LND.ARBL.ZS             Arable land (% of land area)
AG.LND.CREL.HA             Land under cereal production (hectares)
AG.LND.CROP.ZS             Permanent cropland (% of land area)
AG.LND.EL5M.RU.K2          Rural land area where elevation is below 5 meters (sq. km)
AG.LND.EL5M.RU.ZS          Rural land area where elevation is below 5 meters (% of total land area)
AG.LND.EL5M.UR.K2          Urban land area where elevation is below 5 meters (sq. km)
AG.LND.EL5M.UR.ZS          Urban land area where elevation is below 5 meters (% of total land area)
AG.LND.EL5M.ZS             Land area where elevation is below 5 meters (% of total land area)
AG.LND.FRST.K2             Forest area (sq. km)
AG.LND.FRST.ZS             Forest area (% of land area)
AG.LND.IRIG.AG.ZS          Agricultural irrigated land (% of total agricultural land)
AG.LND.PRCP.MM             Average precipitation in depth (mm per year)
AG.LND.TOTL.K2             Land area (sq. km)
AG.LND.TOTL.RU.K2          Rural land area (sq. km)
AG.LND.TOTL.UR.K2          Urban land area (sq. km)
AG.LND.TRAC.ZS             Agricultural machinery, tractors per 100 sq. km of arable land
AG.PRD.CREL.MT             Cereal production (metric tons)
AG.PRD.CROP.XD             Crop production index (2014-2016 = 100)
AG.PRD.FOOD.XD             Food production index (2014-2016 = 100)
AG.PRD.LVSK.XD             Livestock production index (2014-2016 = 100)
AG.SRF.TOTL.K2             Surface area (sq. km)
AG.YLD.CREL.KG             Cereal yield (kg per hectare)
BG.GSR.NFSV.GD.ZS          Trade in services (% of GDP)
BM.GSR.CMCP.ZS             Communications, computer, etc. (% of service imports, BoP)
BM.GSR.FCTY.CD             Primary income payments (BoP, current US$)
BM.GSR.GNFS.CD             Imports of goods and services (BoP, current US$)
BM.GSR.INSF.ZS             Insurance and financial services (% of service imports, BoP)
BM.GSR.MRCH.CD             Goods imports (BoP, current US$)
BM.GSR.NFSV.CD             Service imports (BoP, current US$)
BM.GSR.ROYL.CD             Charges for the use of intellectual property, payments (BoP, current US$)
BM.GSR.TOTL.CD             Imports of goods, services and primary income (BoP, current US$)
BM.GSR.TRAN.ZS             Transport services (% of service imports, BoP)
BM.GSR.TRVL.ZS             Travel services (% of service imports, BoP)
BM.KLT.DINV.CD.WD          Foreign direct investment, net outflows (BoP, current US$)
BM.KLT.DINV.WD.GD.ZS       Foreign direct investment, net outflows (% of GDP)
BM.TRF.PRVT.CD             Secondary income, other sectors, payments (BoP, current US$)
BM.TRF.PWKR.CD.DT          Personal remittances, paid (current US$)
BN.CAB.XOKA.CD             Current account balance (BoP, current US$)
BN.CAB.XOKA.GD.ZS          Current account balance (% of GDP)
BN.FIN.TOTL.CD             Net financial account (BoP, current US$)
BN.GSR.FCTY.CD             Net primary income (BoP, current US$)
BN.GSR.GNFS.CD             Net trade in goods and services (BoP, current US$)
BN.GSR.MRCH.CD             Net trade in goods (BoP, current US$)
BN.KAC.EOMS.CD             Net errors and omissions (BoP, current US$)
BN.KLT.DINV.CD             Foreign direct investment, net (BoP, current US$)
BN.KLT.PTXL.CD             Portfolio investment, net (BoP, current US$)
BN.RES.INCL.CD             Reserves and related items (BoP, current US$)
BN.TRF.CURR.CD             Net secondary income (BoP, current US$)
BN.TRF.KOGT.CD             Net capital account (BoP, current US$)
BX.GRT.EXTA.CD.WD          Grants, excluding technical cooperation (BoP, current US$)
BX.GRT.TECH.CD.WD          Technical cooperation grants (BoP, current US$)
BX.GSR.CCIS.CD             ICT service exports (BoP, current US$)
BX.GSR.CCIS.ZS             ICT service exports (% of service exports, BoP)
BX.GSR.CMCP.ZS             Communications, computer, etc. (% of service exports, BoP)
BX.GSR.FCTY.CD             Primary income receipts (BoP, current US$)
BX.GSR.GNFS.CD             Exports of goods and services (BoP, current US$)
BX.GSR.INSF.ZS             Insurance and financial services (% of service exports, BoP)
BX.GSR.MRCH.CD             Goods exports (BoP, current US$)
BX.GSR.NFSV.CD             Service exports (BoP, current US$)
BX.GSR.ROYL.CD             Charges for the use of intellectual property, receipts (BoP, current US$)
BX.GSR.TOTL.CD             Exports of goods, services and primary income (BoP, current US$)
BX.GSR.TRAN.ZS             Transport services (% of service exports, BoP)
BX.GSR.TRVL.ZS             Travel services (% of service exports, BoP)
BX.KLT.DINV.CD.WD          Foreign direct investment, net inflows (BoP, current US$)
BX.KLT.DINV.WD.GD.ZS       Foreign direct investment, net inflows (% of GDP)
BX.PEF.TOTL.CD.WD          Portfolio equity, net inflows (BoP, current US$)
BX.TRF.CURR.CD             Secondary income receipts (BoP, current US$)
BX.TRF.PWKR.CD             Personal transfers, receipts (BoP, current US$)
BX.TRF.PWKR.CD.DT          Personal remittances, received (current US$)
BX.TRF.PWKR.DT.GD.ZS       Personal remittances, received (% of GDP)
CM.MKT.INDX.ZG             S&P Global Equity Indices (annual % change)
CM.MKT.LCAP.CD             Market capitalization of listed domestic companies (current US$)
CM.MKT.LCAP.GD.ZS          Market capitalization of listed domestic companies (% of GDP)
CM.MKT.LDOM.NO             Listed domestic companies, total
CM.MKT.TRAD.CD             Stocks traded, total value (current US$)
CM.MKT.TRAD.GD.ZS          Stocks traded, total value (% of GDP)
CM.MKT.TRNR                Stocks traded, turnover ratio of domestic shares (%)
DC.DAC.AUSL.CD             Net bilateral aid flows from DAC donors, Australia (current US$)
DC.DAC.AUTL.CD             Net bilateral aid flows from DAC donors, Austria (current US$)
DC.DAC.BELL.CD             Net bilateral aid flows from DAC donors, Belgium (current US$)
DC.DAC.CANL.CD             Net bilateral aid flows from DAC donors, Canada (current US$)
DC.DAC.CECL.CD             Net bilateral aid flows from DAC donors, European Union institutions (current US$)
DC.DAC.CHEL.CD             Net bilateral aid flows from DAC donors, Switzerland (current US$)
DC.DAC.CZEL.CD             Net bilateral aid flows from DAC donors, Czech Republic (current US$)
DC.DAC.DEUL.CD             Net bilateral aid flows from DAC donors, Germany (current US$)
DC.DAC.DNKL.CD             Net bilateral aid flows from DAC donors, Denmark (current US$)
DC.DAC.ESPL.CD             Net bilateral aid flows from DAC donors, Spain (current US$)
DC.DAC.FINL.CD             Net bilateral aid flows from DAC donors, Finland (current US$)
DC.DAC.FRAL.CD             Net bilateral aid flows from DAC donors, France (current US$)
DC.DAC.GBRL.CD             Net bilateral aid flows from DAC donors, United Kingdom (current US$)
DC.DAC.GRCL.CD             Net bilateral aid flows from DAC donors, Greece (current US$)
DC.DAC.HUNL.CD             Net bilateral aid flows from DAC donors, Hungary (current US$)
DC.DAC.IRLL.CD             Net bilateral aid flows from DAC donors, Ireland (current US$)
DC.DAC.ISLL.CD             Net bilateral aid flows from DAC donors, Iceland (current US$)
DC.DAC.ITAL.CD             Net bilateral aid flows from DAC donors, Italy (current US$)
DC.DAC.JPNL.CD             Net bilateral aid flows from DAC donors, Japan (current US$)
DC.DAC.KORL.CD             Net bilateral aid flows from DAC donors, Korea, Rep. (current US$)
DC.DAC.LUXL.CD             Net bilateral aid flows from DAC donors, Luxembourg (current US$)
DC.DAC.NLDL.CD             Net bilateral aid flows from DAC donors, Netherlands (current US$)
DC.DAC.NORL.CD             Net bilateral aid flows from DAC donors, Norway (current US$)
DC.DAC.NZLL.CD             Net bilateral aid flows from DAC donors, New Zealand (current US$)
DC.DAC.POLL.CD             Net bilateral aid flows from DAC donors, Poland (current US$)
DC.DAC.PRTL.CD             Net bilateral aid flows from DAC donors, Portugal (current US$)
DC.DAC.SVKL.CD             Net bilateral aid flows from DAC donors, Slovak Republic (current US$)
DC.DAC.SVNL.CD             Net bilateral aid flows from DAC donors, Slovenia (current US$)
DC.DAC.SWEL.CD             Net bilateral aid flows from DAC donors, Sweden (current US$)
DC.DAC.TOTL.CD             Net bilateral aid flows from DAC donors, Total (current US$)
DC.DAC.USAL.CD             Net bilateral aid flows from DAC donors, United States (current US$)
DC.ODA.TLDC.CD             Net ODA provided, to the least developed countries (current US$)
DC.ODA.TLDC.GN.ZS          Net ODA provided to the least developed countries (% of GNI)
DC.ODA.TOTL.CD             Net ODA provided, total (current US$)
DC.ODA.TOTL.GN.ZS          Net ODA provided, total (% of GNI)
DC.ODA.TOTL.KD             Net ODA provided, total (constant 2020 US$)
DT.DOD.DECT.CD             External debt stocks, total (DOD, current US$)
DT.DOD.DECT.GN.ZS          External debt stocks (% of GNI)
DT.DOD.DIMF.CD             Use of IMF credit (DOD, current US$)
DT.DOD.DLXF.CD             External debt stocks, long-term (DOD, current US$)
DT.DOD.DPNG.CD             External debt stocks, private nonguaranteed (PNG) (DOD, current US$)
DT.DOD.DPPG.CD             External debt stocks, public and publicly guaranteed (PPG) (DOD, current US$)
DT.DOD.DSTC.CD             External debt stocks, short-term (DOD, current US$)
DT.DOD.DSTC.IR.ZS          Short-term debt (% of total reserves)
DT.DOD.DSTC.XP.ZS          Short-term debt (% of exports of goods, services and primary income)
DT.DOD.DSTC.ZS             Short-term debt (% of total external debt)
DT.DOD.MIBR.CD             PPG, IBRD (DOD, current US$)
DT.DOD.MIDA.CD             PPG, IDA (DOD, current US$)
DT.DOD.MWBG.CD             IBRD loans and IDA credits (DOD, current US$)
DT.DOD.PVLX.CD             Present value of external debt (current US$)
DT.DOD.PVLX.EX.ZS          Present value of external debt (% of exports of goods, services and primary income)
DT.DOD.PVLX.GN.ZS          Present value of external debt (% of GNI)
DT.NFL.BLAT.CD             Net financial flows, bilateral (NFL, current US$)
DT.NFL.BOND.CD             Portfolio investment, bonds (PPG + PNG) (NFL, current US$)
DT.NFL.DPNG.CD             Net flows on external debt, private nonguaranteed (PNG) (NFL, current US$)
DT.NFL.FAOG.CD             Net official flows from UN agencies, FAO (current US$)
DT.NFL.IAEA.CD             Net official flows from UN agencies, IAEA (current US$)
DT.NFL.IFAD.CD             Net official flows from UN agencies, IFAD (current US$)
DT.NFL.ILOG.CD             Net official flows from UN agencies, ILO (current US$)
DT.NFL.IMFC.CD             Net financial flows, IMF concessional (NFL, current US$)
DT.NFL.IMFN.CD             Net financial flows, IMF nonconcessional (NFL, current US$)
DT.NFL.MIBR.CD             Net financial flows, IBRD (NFL, current US$)
DT.NFL.MIDA.CD             Net financial flows, IDA (NFL, current US$)
DT.NFL.MLAT.CD             Net financial flows, multilateral (NFL, current US$)
DT.NFL.MOTH.CD             Net financial flows, others (NFL, current US$)
DT.NFL.NIFC.CD             IFC, private nonguaranteed (NFL, current US$)
DT.NFL.OFFT.CD             PPG, official creditors (NFL, current US$)
DT.NFL.PBND.CD             PPG, bonds (NFL, current US$)
DT.NFL.PCBK.CD             PPG, commercial banks (NFL, current US$)
DT.NFL.PCBO.CD             Commercial banks and other lending (PPG + PNG) (NFL, current US$)
DT.NFL.PNGB.CD             PNG, bonds (NFL, current US$)
DT.NFL.PNGC.CD             PNG, commercial banks and other creditors (NFL, current US$)
DT.NFL.PROP.CD             PPG, other private creditors (NFL, current US$)
DT.NFL.PRVT.CD             PPG, private creditors (NFL, current US$)
DT.NFL.RDBC.CD             Net financial flows, RDB concessional (NFL, current US$)
DT.NFL.RDBN.CD             Net financial flows, RDB nonconcessional (NFL, current US$)
DT.NFL.UNAI.CD             Net official flows from UN agencies, UNAIDS (current US$)
DT.NFL.UNCF.CD             Net official flows from UN agencies, UNICEF (current US$)
DT.NFL.UNCR.CD             Net official flows from UN agencies, UNHCR (current US$)
DT.NFL.UNDP.CD             Net official flows from UN agencies, UNDP (current US$)
DT.NFL.UNEC.CD             Net official flows from UN agencies, UNECE (current US$)
DT.NFL.UNEP.CD             Net official flows from UN agencies, UNEP (current US$)
DT.NFL.UNFP.CD             Net official flows from UN agencies, UNFPA (current US$)
DT.NFL.UNID.CD             Net official flows from UN agencies, UNIDIR (current US$)
DT.NFL.UNPB.CD             Net official flows from UN agencies, UNPBF (current US$)
DT.NFL.UNRW.CD             Net official flows from UN agencies, UNRWA (current US$)
DT.NFL.UNTA.CD             Net official flows from UN agencies, UNTA (current US$)
DT.NFL.UNWT.CD             Net official flows from UN agencies, UNWTO (current US$)
DT.NFL.WFPG.CD             Net official flows from UN agencies, WFP (current US$)
DT.NFL.WHOL.CD             Net official flows from UN agencies, WHO (current US$)
DT.ODA.ALLD.CD             Net official development assistance and official aid received (current US$)
DT.ODA.ALLD.KD             Net official development assistance and official aid received (constant 2020 US$)
DT.ODA.OATL.CD             Net official aid received (current US$)
DT.ODA.OATL.KD             Net official aid received (constant 2020 US$)
DT.ODA.ODAT.CD             Net official development assistance received (current US$)
DT.ODA.ODAT.GI.ZS          Net ODA received (% of gross capital formation)
DT.ODA.ODAT.GN.ZS          Net ODA received (% of GNI)
DT.ODA.ODAT.KD             Net official development assistance received (constant 2020 US$)
DT.ODA.ODAT.MP.ZS          Net ODA received (% of imports of goods, services and primary income)
DT.ODA.ODAT.PC.ZS          Net ODA received per capita (current US$)
DT.ODA.ODAT.XP.ZS          Net ODA received (% of central government expense)
DT.TDS.DECT.CD             Debt service on external debt, total (TDS, current US$)
DT.TDS.DECT.EX.ZS          Total debt service (% of exports of goods, services and primary income)
DT.TDS.DECT.GN.ZS          Total debt service (% of GNI)
DT.TDS.DIMF.CD             IMF repurchases and charges (TDS, current US$)
DT.TDS.DPPF.XP.ZS          Debt service (PPG and IMF only, % of exports of goods, services and primary income)
DT.TDS.DPPG.CD             Debt service on external debt, public and publicly guaranteed (PPG) (TDS, current US$)
DT.TDS.DPPG.GN.ZS          Public and publicly guaranteed debt service (% of GNI)
DT.TDS.DPPG.XP.ZS          Public and publicly guaranteed debt service (% of exports of goods, services and primary income)
DT.TDS.MLAT.CD             Multilateral debt service (TDS, current US$)
DT.TDS.MLAT.PG.ZS          Multilateral debt service (% of public and publicly guaranteed debt service)
EG.CFT.ACCS.RU.ZS          Access to clean fuels and technologies for cooking, rural (% of rural population)
EG.CFT.ACCS.UR.ZS          Access to clean fuels and technologies for cooking, urban (% of urban population)
EG.CFT.ACCS.ZS             Access to clean fuels and technologies for cooking (% of population)
EG.EGY.PRIM.PP.KD          Energy intensity level of primary energy (MJ/$2017 PPP GDP)
EG.ELC.ACCS.RU.ZS          Access to electricity, rural (% of rural population)
EG.ELC.ACCS.UR.ZS          Access to electricity, urban (% of urban population)
EG.ELC.ACCS.ZS             Access to electricity (% of population)
EG.ELC.COAL.ZS             Electricity production from coal sources (% of total)
EG.ELC.FOSL.ZS             Electricity production from oil, gas and coal sources (% of total)
EG.ELC.HYRO.ZS             Electricity production from hydroelectric sources (% of total)
EG.ELC.LOSS.ZS             Electric power transmission and distribution losses (% of output)
EG.ELC.NGAS.ZS             Electricity production from natural gas sources (% of total)
EG.ELC.NUCL.ZS             Electricity production from nuclear sources (% of total)
EG.ELC.PETR.ZS             Electricity production from oil sources (% of total)
EG.ELC.RNEW.ZS             Renewable electricity output (% of total electricity output)
EG.ELC.RNWX.KH             Electricity production from renewable sources, excluding hydroelectric (kWh)
EG.ELC.RNWX.ZS             Electricity production from renewable sources, excluding hydroelectric (% of total)
EG.FEC.RNEW.ZS             Renewable energy consumption (% of total final energy consumption)
EG.GDP.PUSE.KO.PP          GDP per unit of energy use (PPP $ per kg of oil equivalent)
EG.GDP.PUSE.KO.PP.KD       GDP per unit of energy use (constant 2017 PPP $ per kg of oil equivalent)
EG.IMP.CONS.ZS             Energy imports, net (% of energy use)
EG.USE.COMM.CL.ZS          Alternative and nuclear energy (% of total energy use)
EG.USE.COMM.FO.ZS          Fossil fuel energy consumption (% of total)
EG.USE.COMM.GD.PP.KD       Energy use (kg of oil equivalent) per $1,000 GDP (constant 2017 PPP)
EG.USE.CRNW.ZS             Combustible renewables and waste (% of total energy)
EG.USE.ELEC.KH.PC          Electric power consumption (kWh per capita)
EG.USE.PCAP.KG.OE          Energy use (kg of oil equivalent per capita)
EN.ATM.CO2E.EG.ZS          CO2 intensity (kg per kg of oil equivalent energy use)
EN.ATM.CO2E.GF.KT          CO2 emissions from gaseous fuel consumption (kt)
EN.ATM.CO2E.GF.ZS          CO2 emissions from gaseous fuel consumption (% of total)
EN.ATM.CO2E.KD.GD          CO2 emissions (kg per 2015 US$ of GDP)
EN.ATM.CO2E.KT             CO2 emissions (kt)
EN.ATM.CO2E.LF.KT          CO2 emissions from liquid fuel consumption (kt)
EN.ATM.CO2E.LF.ZS          CO2 emissions from liquid fuel consumption (% of total)
EN.ATM.CO2E.PC             CO2 emissions (metric tons per capita)
EN.ATM.CO2E.PP.GD          CO2 emissions (kg per PPP $ of GDP)
EN.ATM.CO2E.PP.GD.KD       CO2 emissions (kg per 2017 PPP $ of GDP)
EN.ATM.CO2E.SF.KT          CO2 emissions from solid fuel consumption (kt)
EN.ATM.CO2E.SF.ZS          CO2 emissions from solid fuel consumption (% of total)
EN.ATM.GHGO.KT.CE          Other greenhouse gas emissions, HFC, PFC and SF6 (thousand metric tons of CO2 equivalent)
EN.ATM.GHGO.ZG             Other greenhouse gas emissions (% change from 1990)
EN.ATM.GHGT.KT.CE          Total greenhouse gas emissions (kt of CO2 equivalent)
EN.ATM.GHGT.ZG             Total greenhouse gas emissions (% change from 1990)
EN.ATM.HFCG.KT.CE          HFC gas emissions (thousand metric tons of CO2 equivalent)
EN.ATM.METH.AG.KT.CE       Agricultural methane emissions (thousand metric tons of CO2 equivalent)
EN.ATM.METH.AG.ZS          Agricultural methane emissions (% of total)
EN.ATM.METH.EG.KT.CE       Methane emissions in energy sector (thousand metric tons of CO2 equivalent)
EN.ATM.METH.EG.ZS          Energy related methane emissions (% of total)
EN.ATM.METH.KT.CE          Methane emissions (kt of CO2 equivalent)
EN.ATM.METH.ZG             Methane emissions (% change from 1990)
EN.ATM.NOXE.AG.KT.CE       Agricultural nitrous oxide emissions (thousand metric tons of CO2 equivalent)
EN.ATM.NOXE.AG.ZS          Agricultural nitrous oxide emissions (% of total)
EN.ATM.NOXE.EG.KT.CE       Nitrous oxide emissions in energy sector (thousand metric tons of CO2 equivalent)
EN.ATM.NOXE.EG.ZS          Nitrous oxide emissions in energy sector (% of total)
EN.ATM.NOXE.KT.CE          Nitrous oxide emissions (thousand metric tons of CO2 equivalent)
EN.ATM.NOXE.ZG             Nitrous oxide emissions (% change from 1990)
EN.ATM.PFCG.KT.CE          PFC gas emissions (thousand metric tons of CO2 equivalent)
EN.ATM.PM25.MC.M3          PM2.5 air pollution, mean annual exposure (micrograms per cubic meter)
EN.ATM.PM25.MC.T1.ZS       PM2.5 pollution, population exposed to levels exceeding WHO Interim Target-1 value (% of total)
EN.ATM.PM25.MC.T2.ZS       PM2.5 pollution, population exposed to levels exceeding WHO Interim Target-2 value (% of total)
EN.ATM.PM25.MC.T3.ZS       PM2.5 pollution, population exposed to levels exceeding WHO Interim Target-3 value (% of total)
EN.ATM.PM25.MC.ZS          PM2.5 air pollution, population exposed to levels exceeding WHO guideline value (% of total)
EN.ATM.SF6G.KT.CE          SF6 gas emissions (thousand metric tons of CO2 equivalent)
EN.BIR.THRD.NO             Bird species, threatened
EN.CLC.DRSK.XQ             Disaster risk reduction progress score (1-5 scale; 5=best)
EN.CLC.GHGR.MT.CE          GHG net emissions/removals by LUCF (Mt of CO2 equivalent)
EN.CLC.MDAT.ZS             Droughts, floods, extreme temperatures (% of population, average 1990-2009)
EN.CO2.BLDG.ZS             CO2 emissions from residential buildings and commercial and public services (% of total fuel combustion)
EN.CO2.ETOT.ZS             CO2 emissions from electricity and heat production, total (% of total fuel combustion)
EN.CO2.MANF.ZS             CO2 emissions from manufacturing industries and construction (% of total fuel combustion)
EN.CO2.OTHX.ZS             CO2 emissions from other sectors, excluding residential buildings and commercial and public services (% of total fuel combustion)
EN.CO2.TRAN.ZS             CO2 emissions from transport (% of total fuel combustion)
EN.FSH.THRD.NO             Fish species, threatened
EN.HPT.THRD.NO             Plant species (higher), threatened
EN.MAM.THRD.NO             Mammal species, threatened
EN.POP.DNST                Population density (people per sq. km of land area)
EN.POP.EL5M.RU.ZS          Rural population living in areas where elevation is below 5 meters (% of total population)
EN.POP.EL5M.UR.ZS          Urban population living in areas where elevation is below 5 meters (% of total population)
EN.POP.EL5M.ZS             Population living in areas where elevation is below 5 meters (% of total population)
EN.POP.SLUM.UR.ZS          Population living in slums (% of urban population)
EN.URB.LCTY                Population in largest city
EN.URB.LCTY.UR.ZS          Population in the largest city (% of urban population)
EN.URB.MCTY                Population in urban agglomerations of more than 1 million
EN.URB.MCTY.TL.ZS          Population in urban agglomerations of more than 1 million (% of total population)
EP.PMP.DESL.CD             Pump price for diesel fuel (US$ per liter)
EP.PMP.SGAS.CD             Pump price for gasoline (US$ per liter)
ER.FSH.AQUA.MT             Aquaculture production (metric tons)
ER.FSH.CAPT.MT             Capture fisheries production (metric tons)
ER.FSH.PROD.MT             Total fisheries production (metric tons)
ER.GDP.FWTL.M3.KD          Water productivity, total (constant 2015 US$ GDP per cubic meter of total freshwater withdrawal)
ER.H2O.FWAG.ZS             Annual freshwater withdrawals, agriculture (% of total freshwater withdrawal)
ER.H2O.FWDM.ZS             Annual freshwater withdrawals, domestic (% of total freshwater withdrawal)
ER.H2O.FWIN.ZS             Annual freshwater withdrawals, industry (% of total freshwater withdrawal)
ER.H2O.FWST.ZS             Level of water stress: freshwater withdrawal as a proportion of available freshwater resources
ER.H2O.FWTL.K3             Annual freshwater withdrawals, total (billion cubic meters)
ER.H2O.FWTL.ZS             Annual freshwater withdrawals, total (% of internal resources)
ER.H2O.INTR.K3             Renewable internal freshwater resources, total (billion cubic meters)
ER.H2O.INTR.PC             Renewable internal freshwater resources per capita (cubic meters)
ER.LND.PTLD.ZS             Terrestrial protected areas (% of total land area)
ER.MRN.PTMR.ZS             Marine protected areas (% of territorial waters)
ER.PTD.TOTL.ZS             Terrestrial and marine protected areas (% of total territorial area)
FB.AST.NPER.ZS             Bank nonperforming loans to total gross loans (%)
FB.ATM.TOTL.P5             Automated teller machines (ATMs) (per 100,000 adults)
FB.BNK.CAPA.ZS             Bank capital to assets ratio (%)
FB.CBK.BRCH.P5             Commercial bank branches (per 100,000 adults)
FB.CBK.BRWR.P3             Borrowers from commercial banks (per 1,000 adults)
FB.CBK.DPTR.P3             Depositors with commercial banks (per 1,000 adults)
FD.AST.PRVT.GD.ZS          Domestic credit to private sector by banks (% of GDP)
FD.RES.LIQU.AS.ZS          Bank liquid reserves to bank assets ratio (%)
FI.RES.TOTL.CD             Total reserves (includes gold, current US$)
FI.RES.TOTL.DT.ZS          Total reserves (% of total external debt)
FI.RES.TOTL.MO             Total reserves in months of imports
FI.RES.XGLD.CD             Total reserves minus gold (current US$)
FM.AST.CGOV.ZG.M3          Claims on central government (annual growth as % of broad money)
FM.AST.DOMO.ZG.M3          Claims on other sectors of the domestic economy (annual growth as % of broad money)
FM.AST.DOMS.CN             Net domestic credit (current LCU)
FM.AST.NFRG.CN             Net foreign assets (current LCU)
FM.AST.PRVT.GD.ZS          Monetary Sector credit to private sector (% GDP)
FM.AST.PRVT.ZG.M3          Claims on private sector (annual growth as % of broad money)
FM.LBL.BMNY.CN             Broad money (current LCU)
FM.LBL.BMNY.GD.ZS          Broad money (% of GDP)
FM.LBL.BMNY.IR.ZS          Broad money to total reserves ratio
FM.LBL.BMNY.ZG             Broad money growth (annual %)
FP.CPI.TOTL                Consumer price index (2010 = 100)
FP.CPI.TOTL.ZG             Inflation, consumer prices (annual %)
FP.WPI.TOTL                Wholesale price index (2010 = 100)
FR.INR.DPST                Deposit interest rate (%)
FR.INR.LEND                Lending interest rate (%)
FR.INR.LNDP                Interest rate spread (lending rate minus deposit rate, %)
FR.INR.RINR                Real interest rate (%)
FR.INR.RISK                Risk premium on lending (lending rate minus treasury bill rate, %)
FS.AST.CGOV.GD.ZS          Claims on central government, etc. (% GDP)
FS.AST.DOMO.GD.ZS          Claims on other sectors of the domestic economy (% of GDP)
FS.AST.DOMS.GD.ZS          Domestic credit provided by financial sector (% of GDP)
FS.AST.PRVT.GD.ZS          Domestic credit to private sector (% of GDP)
FX.OWN.TOTL.40.ZS          Account ownership at a financial institution or with a mobile-money-service provider, poorest 40% (% of population ages 15+)
FX.OWN.TOTL.60.ZS          Account ownership at a financial institution or with a mobile-money-service provider, richest 60% (% of population ages 15+)
FX.OWN.TOTL.FE.ZS          Account ownership at a financial institution or with a mobile-money-service provider, female (% of population ages 15+)
FX.OWN.TOTL.MA.ZS          Account ownership at a financial institution or with a mobile-money-service provider, male (% of population ages 15+)
FX.OWN.TOTL.OL.ZS          Account ownership at a financial institution or with a mobile-money-service provider, older adults (% of population ages 25+)
FX.OWN.TOTL.PL.ZS          Account ownership at a financial institution or with a mobile-money-service provider, primary education or less (% of population ages 15+)
FX.OWN.TOTL.SO.ZS          Account ownership at a financial institution or with a mobile-money-service provider, secondary education or more (% of population ages 15+)
FX.OWN.TOTL.YG.ZS          Account ownership at a financial institution or with a mobile-money-service provider, young adults (% of population ages 15-24)
FX.OWN.TOTL.ZS             Account ownership at a financial institution or with a mobile-money-service provider (% of population ages 15+)
GB.XPD.RSDV.GD.ZS          Research and development expenditure (% of GDP)
GC.AST.TOTL.CN             Net acquisition of financial assets (current LCU)
GC.AST.TOTL.GD.ZS          Net acquisition of financial assets (% of GDP)
GC.DOD.TOTL.CN             Central government debt, total (current LCU)
GC.DOD.TOTL.GD.ZS          Central government debt, total (% of GDP)
GC.LBL.TOTL.CN             Net incurrence of liabilities, total (current LCU)
GC.LBL.TOTL.GD.ZS          Net incurrence of liabilities, total (% of GDP)
GC.NFN.TOTL.CN             Net investment in nonfinancial assets (current LCU)
GC.NFN.TOTL.GD.ZS          Net investment in nonfinancial assets (% of GDP)
GC.NLD.TOTL.CN             Net lending (+) / net borrowing (-) (current LCU)
GC.NLD.TOTL.GD.ZS          Net lending (+) / net borrowing (-) (% of GDP)
GC.REV.GOTR.CN             Grants and other revenue (current LCU)
GC.REV.GOTR.ZS             Grants and other revenue (% of revenue)
GC.REV.SOCL.CN             Social contributions (current LCU)
GC.REV.SOCL.ZS             Social contributions (% of revenue)
GC.REV.XGRT.CN             Revenue, excluding grants (current LCU)
GC.REV.XGRT.GD.ZS          Revenue, excluding grants (% of GDP)
GC.TAX.EXPT.CN             Taxes on exports (current LCU)
GC.TAX.EXPT.ZS             Taxes on exports (% of tax revenue)
GC.TAX.GSRV.CN             Taxes on goods and services (current LCU)
GC.TAX.GSRV.RV.ZS          Taxes on goods and services (% of revenue)
GC.TAX.GSRV.VA.ZS          Taxes on goods and services (% value added of industry and services)
GC.TAX.IMPT.CN             Customs and other import duties (current LCU)
GC.TAX.IMPT.ZS             Customs and other import duties (% of tax revenue)
GC.TAX.INTT.CN             Taxes on international trade (current LCU)
GC.TAX.INTT.RV.ZS          Taxes on international trade (% of revenue)
GC.TAX.OTHR.CN             Other taxes (current LCU)
GC.TAX.OTHR.RV.ZS          Other taxes (% of revenue)
GC.TAX.TOTL.CN             Tax revenue (current LCU)
GC.TAX.TOTL.GD.ZS          Tax revenue (% of GDP)
GC.TAX.YPKG.CN             Taxes on income, profits and capital gains (current LCU)
GC.TAX.YPKG.RV.ZS          Taxes on income, profits and capital gains (% of revenue)
GC.TAX.YPKG.ZS             Taxes on income, profits and capital gains (% of total taxes)
GC.XPN.COMP.CN             Compensation of employees (current LCU)
GC.XPN.COMP.ZS             Compensation of employees (% of expense)
GC.XPN.GSRV.CN             Goods and services expense (current LCU)
GC.XPN.GSRV.ZS             Goods and services expense (% of expense)
GC.XPN.INTP.CN             Interest payments (current LCU)
GC.XPN.INTP.RV.ZS          Interest payments (% of revenue)
GC.XPN.INTP.ZS             Interest payments (% of expense)
GC.XPN.OTHR.CN             Other expense (current LCU)
GC.XPN.OTHR.ZS             Other expense (% of expense)
GC.XPN.TOTL.CN             Expense (current LCU)
GC.XPN.TOTL.GD.ZS          Expense (% of GDP)
GC.XPN.TRFT.CN             Subsidies and other transfers (current LCU)
GC.XPN.TRFT.ZS             Subsidies and other transfers (% of expense)
GF.XPD.BUDG.ZS             Primary government expenditures as a proportion of original approved budget (%)
HD.HCI.OVRL                Human capital index (HCI) (scale 0-1)
HD.HCI.OVRL.FE             Human capital index (HCI), female (scale 0-1)
HD.HCI.OVRL.LB             Human capital index (HCI), lower bound (scale 0-1)
HD.HCI.OVRL.LB.FE          Human capital index (HCI), female, lower bound (scale 0-1)
HD.HCI.OVRL.LB.MA          Human capital index (HCI), male, lower bound (scale 0-1)
HD.HCI.OVRL.MA             Human capital index (HCI), male (scale 0-1)
HD.HCI.OVRL.UB             Human capital index (HCI), upper bound (scale 0-1)
HD.HCI.OVRL.UB.FE          Human capital index (HCI), female, upper bound (scale 0-1)
HD.HCI.OVRL.UB.MA          Human capital index (HCI), male, upper bound (scale 0-1)
IC.BUS.DFRN.XQ             Ease of doing business score (0 = lowest performance to 100 = best performance)
IC.BUS.DISC.XQ             Business extent of disclosure index (0=less disclosure to 10=more disclosure)
IC.BUS.EASE.XQ             Ease of doing business rank (1=most business-friendly regulations)
IC.BUS.NDNS.ZS             New business density (new registrations per 1,000 people ages 15-64)
IC.BUS.NREG                New businesses registered (number)
IC.CRD.INFO.XQ             Depth of credit information index (0=low to 8=high)
IC.CRD.PRVT.ZS             Private credit bureau coverage (% of adults)
IC.CRD.PUBL.ZS             Public credit registry coverage (% of adults)
IC.CUS.DURS.EX             Average time to clear exports through customs (days)
IC.ELC.DURS                Time to obtain an electrical connection (days)
IC.ELC.OUTG                Power outages in firms in a typical month (number)
IC.ELC.OUTG.ZS             Firms experiencing electrical outages (% of firms)
IC.ELC.TIME                Time required to get electricity (days)
IC.EXP.CSBC.CD             Cost to export, border compliance (US$)
IC.EXP.CSDC.CD             Cost to export, documentary compliance (US$)
IC.EXP.TMBC                Time to export, border compliance (hours)
IC.EXP.TMDC                Time to export, documentary compliance (hours)
IC.FRM.BKWC.ZS             Firms using banks to finance working capital (% of firms)
IC.FRM.BNKS.ZS             Firms using banks to finance investment (% of firms)
IC.FRM.BRIB.ZS             Bribery incidence (% of firms experiencing at least one bribe payment request)
IC.FRM.CMPU.ZS             Firms competing against unregistered firms (% of firms)
IC.FRM.CORR.ZS             Informal payments to public officials (% of firms)
IC.FRM.CRIM.ZS             Losses due to theft and vandalism (% of annual sales of affected firms)
IC.FRM.DURS                Time required to obtain an operating license (days)
IC.FRM.FEMM.ZS             Firms with female top manager (% of firms)
IC.FRM.FEMO.ZS             Firms with female participation in ownership (% of firms)
IC.FRM.FREG.ZS             Firms formally registered when operations started (% of firms)
IC.FRM.INFM.ZS             Firms that do not report all sales for tax purposes (% of firms)
IC.FRM.METG.ZS             Firms visited or required meetings with tax officials (% of firms)
IC.FRM.OUTG.ZS             Value lost due to electrical outages (% of sales for affected firms)
IC.FRM.RSDV.ZS             Firms that spend on R&D (% of firms)
IC.FRM.THEV.ZS             Firms experiencing losses due to theft and vandalism (% of firms)
IC.FRM.TRNG.ZS             Firms offering formal training (% of firms)
IC.GOV.DURS.ZS             Time spent dealing with the requirements of government regulations (% of senior management time)
IC.IMP.CSBC.CD             Cost to import, border compliance (US$)
IC.IMP.CSDC.CD             Cost to import, documentary compliance (US$)
IC.IMP.TMBC                Time to import, border compliance (hours)
IC.IMP.TMDC                Time to import, documentary compliance (hours)
IC.ISV.DURS                Time to resolve insolvency (years)
IC.LGL.CRED.XQ             Strength of legal rights index (0=weak to 12=strong)
IC.LGL.DURS                Time required to enforce a contract (days)
IC.PRP.DURS                Time required to register property (days)
IC.PRP.PROC                Procedures to register property (number)
IC.REG.COST.PC.FE.ZS       Cost of business start-up procedures, female (% of GNI per capita)
IC.REG.COST.PC.MA.ZS       Cost of business start-up procedures, male (% of GNI per capita)
IC.REG.COST.PC.ZS          Cost of business start-up procedures (% of GNI per capita)
IC.REG.DURS                Time required to start a business (days)
IC.REG.DURS.FE             Time required to start a business, female (days)
IC.REG.DURS.MA             Time required to start a business, male (days)
IC.REG.PROC                Start-up procedures to register a business (number)
IC.REG.PROC.FE             Start-up procedures to register a business, female (number)
IC.REG.PROC.MA             Start-up procedures to register a business, male (number)
IC.TAX.DURS                Time to prepare and pay taxes (hours)
IC.TAX.GIFT.ZS             Firms expected to give gifts in meetings with tax officials (% of firms)
IC.TAX.LABR.CP.ZS          Labor tax and contributions (% of commercial profits)
IC.TAX.METG                Number of visits or required meetings with tax officials (average for affected firms)
IC.TAX.OTHR.CP.ZS          Other taxes payable by businesses (% of commercial profits)
IC.TAX.PAYM                Tax payments (number)
IC.TAX.PRFT.CP.ZS          Profit tax (% of commercial profits)
IC.TAX.TOTL.CP.ZS          Total tax and contribution rate (% of profit)
IC.WRH.DURS                Time required to build a warehouse (days)
IC.WRH.PROC                Procedures to build a warehouse (number)
IE.PPI.ENGY.CD             Investment in energy with private participation (current US$)
IE.PPI.ICTI.CD             Investment in ICT with private participation (current US$)
IE.PPI.TRAN.CD             Investment in transport with private participation (current US$)
IE.PPI.WATR.CD             Investment in water and sanitation with private participation (current US$)
IE.PPN.ENGY.CD             Public private partnerships investment in energy (current US$)
IE.PPN.ICTI.CD             Public private partnerships investment in ICT (current US$)
IE.PPN.TRAN.CD             Public private partnerships investment in transport (current US$)
IE.PPN.WATR.CD             Public private partnerships investment in water and sanitation (current US$)
IP.IDS.NRCT                Industrial design applications, nonresident, by count
IP.IDS.RSCT                Industrial design applications, resident, by count
IP.JRN.ARTC.SC             Scientific and technical journal articles
IP.PAT.NRES                Patent applications, nonresidents
IP.PAT.RESD                Patent applications, residents
IP.TMK.NRCT                Trademark applications, nonresident, by count
IP.TMK.RSCT                Trademark applications, resident, by count
IQ.CPA.BREG.XQ             CPIA business regulatory environment rating (1=low to 6=high)
IQ.CPA.DEBT.XQ             CPIA debt policy rating (1=low to 6=high)
IQ.CPA.ECON.XQ             CPIA economic management cluster average (1=low to 6=high)
IQ.CPA.ENVR.XQ             CPIA policy and institutions for environmental sustainability rating (1=low to 6=high)
IQ.CPA.FINQ.XQ             CPIA quality of budgetary and financial management rating (1=low to 6=high)
IQ.CPA.FINS.XQ             CPIA financial sector rating (1=low to 6=high)
IQ.CPA.FISP.XQ             CPIA fiscal policy rating (1=low to 6=high)
IQ.CPA.GNDR.XQ             CPIA gender equality rating (1=low to 6=high)
IQ.CPA.HRES.XQ             CPIA building human resources rating (1=low to 6=high)
IQ.CPA.IRAI.XQ             IDA resource allocation index (1=low to 6=high)
IQ.CPA.MACR.XQ             CPIA macroeconomic management rating (1=low to 6=high)
IQ.CPA.PADM.XQ             CPIA quality of public administration rating (1=low to 6=high)
IQ.CPA.PRES.XQ             CPIA equity of public resource use rating (1=low to 6=high)
IQ.CPA.PROP.XQ             CPIA property rights and rule-based governance rating (1=low to 6=high)
IQ.CPA.PROT.XQ             CPIA social protection rating (1=low to 6=high)
IQ.CPA.PUBS.XQ             CPIA public sector management and institutions cluster average (1=low to 6=high)
IQ.CPA.REVN.XQ             CPIA efficiency of revenue mobilization rating (1=low to 6=high)
IQ.CPA.SOCI.XQ             CPIA policies for social inclusion/equity cluster average (1=low to 6=high)
IQ.CPA.STRC.XQ             CPIA structural policies cluster average (1=low to 6=high)
IQ.CPA.TRAD.XQ             CPIA trade rating (1=low to 6=high)
IQ.CPA.TRAN.XQ             CPIA transparency, accountability, and corruption in the public sector rating (1=low to 6=high)
IQ.SCI.MTHD                Methodology assessment of statistical capacity (scale 0 - 100)
IQ.SCI.OVRL                Statistical Capacity Score (Overall Average) (scale 0 - 100)
IQ.SCI.PRDC                Periodicity and timeliness assessment of statistical capacity (scale 0 - 100)
IQ.SCI.SRCE                Source data assessment of statistical capacity (scale 0 - 100)
IQ.SPI.OVRL                Statistical performance indicators (SPI): Overall score (scale 0-100)
IQ.SPI.PIL1                Statistical performance indicators (SPI): Pillar 1 data use score (scale 0-100)
IQ.SPI.PIL2                Statistical performance indicators (SPI): Pillar 2 data services score (scale 0-100)
IQ.SPI.PIL3                Statistical performance indicators (SPI): Pillar 3 data products score  (scale 0-100)
IQ.SPI.PIL4                Statistical performance indicators (SPI): Pillar 4 data sources score (scale 0-100)
IQ.SPI.PIL5                Statistical performance indicators (SPI): Pillar 5 data infrastructure score (scale 0-100)
IS.AIR.DPRT                Air transport, registered carrier departures worldwide
IS.AIR.GOOD.MT.K1          Air transport, freight (million ton-km)
IS.AIR.PSGR                Air transport, passengers carried
IS.RRS.GOOD.MT.K6          Railways, goods transported (million ton-km)
IS.RRS.PASG.KM             Railways, passengers carried (million passenger-km)
IS.RRS.TOTL.KM             Rail lines (total route-km)
IS.SHP.GCNW.XQ             Liner shipping connectivity index (maximum value in 2004 = 100)
IS.SHP.GOOD.TU             Container port traffic (TEU: 20 foot equivalent units)
IT.CEL.SETS                Mobile cellular subscriptions
IT.CEL.SETS.P2             Mobile cellular subscriptions (per 100 people)
IT.MLT.MAIN                Fixed telephone subscriptions
IT.MLT.MAIN.P2             Fixed telephone subscriptions (per 100 people)
IT.NET.BBND                Fixed broadband subscriptions
IT.NET.BBND.P2             Fixed broadband subscriptions (per 100 people)
IT.NET.SECR                Secure Internet servers
IT.NET.SECR.P6             Secure Internet servers (per 1 million people)
IT.NET.USER.ZS             Individuals using the Internet (% of population)
LP.EXP.DURS.MD             Lead time to export, median case (days)
LP.IMP.DURS.MD             Lead time to import, median case (days)
LP.LPI.CUST.XQ             Logistics performance index: Efficiency of customs clearance process (1=low to 5=high)
LP.LPI.INFR.XQ             Logistics performance index: Quality of trade and transport-related infrastructure (1=low to 5=high)
LP.LPI.ITRN.XQ             Logistics performance index: Ease of arranging competitively priced shipments (1=low to 5=high)
LP.LPI.LOGS.XQ             Logistics performance index: Competence and quality of logistics services (1=low to 5=high)
LP.LPI.OVRL.XQ             Logistics performance index: Overall (1=low to 5=high)
LP.LPI.TIME.XQ             Logistics performance index: Frequency with which shipments reach consignee within scheduled or expected time (1=low to 5=high)
LP.LPI.TRAC.XQ             Logistics performance index: Ability to track and trace consignments (1=low to 5=high)
MS.MIL.MPRT.KD             Arms imports (SIPRI trend indicator values)
MS.MIL.TOTL.P1             Armed forces personnel, total
MS.MIL.TOTL.TF.ZS          Armed forces personnel (% of total labor force)
MS.MIL.XPND.CD             Military expenditure (current USD)
MS.MIL.XPND.CN             Military expenditure (current LCU)
MS.MIL.XPND.GD.ZS          Military expenditure (% of GDP)
MS.MIL.XPND.ZS             Military expenditure (% of general government expenditure)
MS.MIL.XPRT.KD             Arms exports (SIPRI trend indicator values)
NE.CON.GOVT.CD             General government final consumption expenditure (current US$)
NE.CON.GOVT.CN             General government final consumption expenditure (current LCU)
NE.CON.GOVT.KD             General government final consumption expenditure (constant 2015 US$)
NE.CON.GOVT.KD.ZG          General government final consumption expenditure (annual % growth)
NE.CON.GOVT.KN             General government final consumption expenditure (constant LCU)
NE.CON.GOVT.ZS             General government final consumption expenditure (% of GDP)
NE.CON.PRVT.CD             Households and NPISHs Final consumption expenditure (current US$)
NE.CON.PRVT.CN             Households and NPISHs Final consumption expenditure (current LCU)
NE.CON.PRVT.CN.AD          Households and NPISHs final consumption expenditure: linked series (current LCU)
NE.CON.PRVT.KD             Households and NPISHs Final consumption expenditure (constant 2015 US$)
NE.CON.PRVT.KD.ZG          Households and NPISHs Final consumption expenditure (annual % growth)
NE.CON.PRVT.KN             Households and NPISHs Final consumption expenditure (constant LCU)
NE.CON.PRVT.PC.KD          Households and NPISHs Final consumption expenditure per capita (constant 2015 US$)
NE.CON.PRVT.PC.KD.ZG       Households and NPISHs Final consumption expenditure per capita growth (annual %)
NE.CON.PRVT.PP.CD          Households and NPISHs Final consumption expenditure, PPP (current international $)
NE.CON.PRVT.PP.KD          Households and NPISHs Final consumption expenditure, PPP (constant 2017 international $)
NE.CON.PRVT.ZS             Households and NPISHs final consumption expenditure (% of GDP)
NE.CON.TOTL.CD             Final consumption expenditure (current US$)
NE.CON.TOTL.CN             Final consumption expenditure (current LCU)
NE.CON.TOTL.KD             Final consumption expenditure (constant 2015 US$)
NE.CON.TOTL.KD.ZG          Final consumption expenditure (annual % growth)
NE.CON.TOTL.KN             Final consumption expenditure (constant LCU)
NE.CON.TOTL.ZS             Final consumption expenditure (% of GDP)
NE.DAB.DEFL.ZS             Gross national expenditure deflator (base year varies by country)
NE.DAB.TOTL.CD             Gross national expenditure (current US$)
NE.DAB.TOTL.CN             Gross national expenditure (current LCU)
NE.DAB.TOTL.KD             Gross national expenditure (constant 2015 US$)
NE.DAB.TOTL.KN             Gross national expenditure (constant LCU)
NE.DAB.TOTL.ZS             Gross national expenditure (% of GDP)
NE.EXP.GNFS.CD             Exports of goods and services (current US$)
NE.EXP.GNFS.CN             Exports of goods and services (current LCU)
NE.EXP.GNFS.KD             Exports of goods and services (constant 2015 US$)
NE.EXP.GNFS.KD.ZG          Exports of goods and services (annual % growth)
NE.EXP.GNFS.KN             Exports of goods and services (constant LCU)
NE.EXP.GNFS.ZS             Exports of goods and services (% of GDP)
NE.GDI.FPRV.CN             Gross fixed capital formation, private sector (current LCU)
NE.GDI.FPRV.ZS             Gross fixed capital formation, private sector (% of GDP)
NE.GDI.FTOT.CD             Gross fixed capital formation (current US$)
NE.GDI.FTOT.CN             Gross fixed capital formation (current LCU)
NE.GDI.FTOT.KD             Gross fixed capital formation (constant 2015 US$)
NE.GDI.FTOT.KD.ZG          Gross fixed capital formation (annual % growth)
NE.GDI.FTOT.KN             Gross fixed capital formation (constant LCU)
NE.GDI.FTOT.ZS             Gross fixed capital formation (% of GDP)
NE.GDI.STKB.CD             Changes in inventories (current US$)
NE.GDI.STKB.CN             Changes in inventories (current LCU)
NE.GDI.STKB.KN             Changes in inventories (constant LCU)
NE.GDI.TOTL.CD             Gross capital formation (current US$)
NE.GDI.TOTL.CN             Gross capital formation (current LCU)
NE.GDI.TOTL.KD             Gross capital formation (constant 2015 US$)
NE.GDI.TOTL.KD.ZG          Gross capital formation (annual % growth)
NE.GDI.TOTL.KN             Gross capital formation (constant LCU)
NE.GDI.TOTL.ZS             Gross capital formation (% of GDP)
NE.IMP.GNFS.CD             Imports of goods and services (current US$)
NE.IMP.GNFS.CN             Imports of goods and services (current LCU)
NE.IMP.GNFS.KD             Imports of goods and services (constant 2015 US$)
NE.IMP.GNFS.KD.ZG          Imports of goods and services (annual % growth)
NE.IMP.GNFS.KN             Imports of goods and services (constant LCU)
NE.IMP.GNFS.ZS             Imports of goods and services (% of GDP)
NE.RSB.GNFS.CD             External balance on goods and services (current US$)
NE.RSB.GNFS.CN             External balance on goods and services (current LCU)
NE.RSB.GNFS.KN             External balance on goods and services (constant LCU)
NE.RSB.GNFS.ZS             External balance on goods and services (% of GDP)
NE.TRD.GNFS.ZS             Trade (% of GDP)
NV.AGR.EMPL.KD             Agriculture, forestry, and fishing, value added per worker (constant 2015 US$)
NV.AGR.TOTL.CD             Agriculture, forestry, and fishing, value added (current US$)
NV.AGR.TOTL.CN             Agriculture, forestry, and fishing, value added (current LCU)
NV.AGR.TOTL.KD             Agriculture, forestry, and fishing, value added (constant 2015 US$)
NV.AGR.TOTL.KD.ZG          Agriculture, forestry, and fishing, value added (annual % growth)
NV.AGR.TOTL.KN             Agriculture, forestry, and fishing, value added (constant LCU)
NV.AGR.TOTL.ZS             Agriculture, forestry, and fishing, value added (% of GDP)
NV.FSM.TOTL.CN             Financial intermediary services indirectly Measured (FISIM) (current LCU)
NV.FSM.TOTL.KN             Financial intermediary services indirectly Measured (FISIM) (constant LCU)
NV.IND.EMPL.KD             Industry (including construction), value added per worker (constant 2015 US$)
NV.IND.MANF.CD             Manufacturing, value added (current US$)
NV.IND.MANF.CN             Manufacturing, value added (current LCU)
NV.IND.MANF.KD             Manufacturing, value added (constant 2015 US$)
NV.IND.MANF.KD.ZG          Manufacturing, value added (annual % growth)
NV.IND.MANF.KN             Manufacturing, value added (constant LCU)
NV.IND.MANF.ZS             Manufacturing, value added (% of GDP)
NV.IND.TOTL.CD             Industry (including construction), value added (current US$)
NV.IND.TOTL.CN             Industry (including construction), value added (current LCU)
NV.IND.TOTL.KD             Industry (including construction), value added (constant 2015 US$)
NV.IND.TOTL.KD.ZG          Industry (including construction), value added (annual % growth)
NV.IND.TOTL.KN             Industry (including construction), value added (constant LCU)
NV.IND.TOTL.ZS             Industry (including construction), value added (% of GDP)
NV.MNF.CHEM.ZS.UN          Chemicals (% of value added in manufacturing)
NV.MNF.FBTO.ZS.UN          Food, beverages and tobacco (% of value added in manufacturing)
NV.MNF.MTRN.ZS.UN          Machinery and transport equipment (% of value added in manufacturing)
NV.MNF.OTHR.ZS.UN          Other manufacturing (% of value added in manufacturing)
NV.MNF.TECH.ZS.UN          Medium and high-tech manufacturing value added (% manufacturing value added)
NV.MNF.TXTL.ZS.UN          Textiles and clothing (% of value added in manufacturing)
NV.SRV.EMPL.KD             Services, value added per worker (constant 2015 US$)
NV.SRV.TOTL.CD             Services, value added (current US$)
NV.SRV.TOTL.CN             Services, value added (current LCU)
NV.SRV.TOTL.KD             Services, value added (constant 2015 US$)
NV.SRV.TOTL.KD.ZG          Services, value added (annual % growth)
NV.SRV.TOTL.KN             Services, value added (constant LCU)
NV.SRV.TOTL.ZS             Services, value added (% of GDP)
NY.ADJ.AEDU.CD             Adjusted savings: education expenditure (current US$)
NY.ADJ.AEDU.GN.ZS          Adjusted savings: education expenditure (% of GNI)
NY.ADJ.DCO2.CD             Adjusted savings: carbon dioxide damage (current US$)
NY.ADJ.DCO2.GN.ZS          Adjusted savings: carbon dioxide damage (% of GNI)
NY.ADJ.DFOR.CD             Adjusted savings: net forest depletion (current US$)
NY.ADJ.DFOR.GN.ZS          Adjusted savings: net forest depletion (% of GNI)
NY.ADJ.DKAP.CD             Adjusted savings: consumption of fixed capital (current US$)
NY.ADJ.DKAP.GN.ZS          Adjusted savings: consumption of fixed capital (% of GNI)
NY.ADJ.DMIN.CD             Adjusted savings: mineral depletion (current US$)
NY.ADJ.DMIN.GN.ZS          Adjusted savings: mineral depletion (% of GNI)
NY.ADJ.DNGY.CD             Adjusted savings: energy depletion (current US$)
NY.ADJ.DNGY.GN.ZS          Adjusted savings: energy depletion (% of GNI)
NY.ADJ.DPEM.CD             Adjusted savings: particulate emission damage (current US$)
NY.ADJ.DPEM.GN.ZS          Adjusted savings: particulate emission damage (% of GNI)
NY.ADJ.DRES.GN.ZS          Adjusted savings: natural resources depletion (% of GNI)
NY.ADJ.ICTR.GN.ZS          Adjusted savings: gross savings (% of GNI)
NY.ADJ.NNAT.CD             Adjusted savings: net national savings (current US$)
NY.ADJ.NNAT.GN.ZS          Adjusted savings: net national savings (% of GNI)
NY.ADJ.NNTY.CD             Adjusted net national income (current US$)
NY.ADJ.NNTY.KD             Adjusted net national income (constant 2015 US$)
NY.ADJ.NNTY.KD.ZG          Adjusted net national income (annual % growth)
NY.ADJ.NNTY.PC.CD          Adjusted net national income per capita (current US$)
NY.ADJ.NNTY.PC.KD          Adjusted net national income per capita (constant 2015 US$)
NY.ADJ.NNTY.PC.KD.ZG       Adjusted net national income per capita (annual % growth)
NY.ADJ.SVNG.CD             Adjusted net savings, including particulate emission damage (current US$)
NY.ADJ.SVNG.GN.ZS          Adjusted net savings, including particulate emission damage (% of GNI)
NY.ADJ.SVNX.CD             Adjusted net savings, excluding particulate emission damage (current US$)
NY.ADJ.SVNX.GN.ZS          Adjusted net savings, excluding particulate emission damage (% of GNI)
NY.EXP.CAPM.KN             Exports as a capacity to import (constant LCU)
NY.GDP.COAL.RT.ZS          Coal rents (% of GDP)
NY.GDP.DEFL.KD.ZG          Inflation, GDP deflator (annual %)
NY.GDP.DEFL.KD.ZG.AD       Inflation, GDP deflator: linked series (annual %)
NY.GDP.DEFL.ZS             GDP deflator (base year varies by country)
NY.GDP.DEFL.ZS.AD          GDP deflator: linked series (base year varies by country)
NY.GDP.DISC.CN             Discrepancy in expenditure estimate of GDP (current LCU)
NY.GDP.DISC.KN             Discrepancy in expenditure estimate of GDP (constant LCU)
NY.GDP.FCST.CD             Gross value added at basic prices (GVA) (current US$)
NY.GDP.FCST.CN             Gross value added at basic prices (GVA) (current LCU)
NY.GDP.FCST.KD             Gross value added at basic prices (GVA) (constant 2015 US$)
NY.GDP.FCST.KN             Gross value added at basic prices (GVA) (constant LCU)
NY.GDP.FRST.RT.ZS          Forest rents (% of GDP)
NY.GDP.MINR.RT.ZS          Mineral rents (% of GDP)
NY.GDP.MKTP.CD             GDP (current US$)
NY.GDP.MKTP.CN             GDP (current LCU)
NY.GDP.MKTP.CN.AD          GDP: linked series (current LCU)
NY.GDP.MKTP.KD             GDP (constant 2015 US$)
NY.GDP.MKTP.KD.ZG          GDP growth (annual %)
NY.GDP.MKTP.KN             GDP (constant LCU)
NY.GDP.MKTP.PP.CD          GDP, PPP (current international $)
NY.GDP.MKTP.PP.KD          GDP, PPP (constant 2017 international $)
NY.GDP.NGAS.RT.ZS          Natural gas rents (% of GDP)
NY.GDP.PCAP.CD             GDP per capita (current US$)
NY.GDP.PCAP.CN             GDP per capita (current LCU)
NY.GDP.PCAP.KD             GDP per capita (constant 2015 US$)
NY.GDP.PCAP.KD.ZG          GDP per capita growth (annual %)
NY.GDP.PCAP.KN             GDP per capita (constant LCU)
NY.GDP.PCAP.PP.CD          GDP per capita, PPP (current international $)
NY.GDP.PCAP.PP.KD          GDP per capita, PPP (constant 2017 international $)
NY.GDP.PETR.RT.ZS          Oil rents (% of GDP)
NY.GDP.TOTL.RT.ZS          Total natural resources rents (% of GDP)
NY.GDS.TOTL.CD             Gross domestic savings (current US$)
NY.GDS.TOTL.CN             Gross domestic savings (current LCU)
NY.GDS.TOTL.ZS             Gross domestic savings (% of GDP)
NY.GDY.TOTL.KN             Gross domestic income (constant LCU)
NY.GNP.ATLS.CD             GNI, Atlas method (current US$)
NY.GNP.MKTP.CD             GNI (current US$)
NY.GNP.MKTP.CN             GNI (current LCU)
NY.GNP.MKTP.CN.AD          GNI: linked series (current LCU)
NY.GNP.MKTP.KD             GNI (constant 2015 US$)
NY.GNP.MKTP.KD.ZG          GNI growth (annual %)
NY.GNP.MKTP.KN             GNI (constant LCU)
NY.GNP.MKTP.PP.CD          GNI, PPP (current international $)
NY.GNP.MKTP.PP.KD          GNI, PPP (constant 2017 international $)
NY.GNP.PCAP.CD             GNI per capita, Atlas method (current US$)
NY.GNP.PCAP.CN             GNI per capita (current LCU)
NY.GNP.PCAP.KD             GNI per capita (constant 2015 US$)
NY.GNP.PCAP.KD.ZG          GNI per capita growth (annual %)
NY.GNP.PCAP.KN             GNI per capita (constant LCU)
NY.GNP.PCAP.PP.CD          GNI per capita, PPP (current international $)
NY.GNP.PCAP.PP.KD          GNI per capita, PPP (constant 2017 international $)
NY.GNS.ICTR.CD             Gross savings (current US$)
NY.GNS.ICTR.CN             Gross savings (current LCU)
NY.GNS.ICTR.GN.ZS          Gross savings (% of GNI)
NY.GNS.ICTR.ZS             Gross savings (% of GDP)
NY.GSR.NFCY.CD             Net primary income (Net income from abroad) (current US$)
NY.GSR.NFCY.CN             Net primary income (Net income from abroad) (current LCU)
NY.GSR.NFCY.KN             Net primary income (Net income from abroad) (constant LCU)
NY.TAX.NIND.CD             Taxes less subsidies on products (current US$)
NY.TAX.NIND.CN             Taxes less subsidies on products (current LCU)
NY.TAX.NIND.KN             Taxes less subsidies on products (constant LCU)
NY.TRF.NCTR.CD             Net secondary income (Net current transfers from abroad) (current US$)
NY.TRF.NCTR.CN             Net secondary income (Net current transfers from abroad) (current LCU)
NY.TRF.NCTR.KN             Net secondary income (Net current transfers from abroad) (constant LCU)
NY.TTF.GNFS.KN             Terms of trade adjustment (constant LCU)
PA.NUS.ATLS                DEC alternative conversion factor (LCU per US$)
PA.NUS.FCRF                Official exchange rate (LCU per US$, period average)
PA.NUS.PPP                 PPP conversion factor, GDP (LCU per international $)
PA.NUS.PPPC.RF             Price level ratio of PPP conversion factor (GDP) to market exchange rate
PA.NUS.PRVT.PP             PPP conversion factor, private consumption (LCU per international $)
per_allsp.adq_pop_tot      Adequacy of social protection and labor programs (% of total welfare of beneficiary households)
per_allsp.ben_q1_tot       Benefit incidence of social protection and labor programs to poorest quintile (% of total SPL benefits)
per_allsp.cov_pop_tot      Coverage of social protection and labor programs (% of population)
per_lm_alllm.adq_pop_tot   Adequacy of unemployment benefits and ALMP (% of total welfare of beneficiary households)
per_lm_alllm.ben_q1_tot    Benefit incidence of unemployment benefits and ALMP to poorest quintile (% of total U/ALMP benefits)
per_lm_alllm.cov_pop_tot   Coverage of unemployment benefits and ALMP (% of population)
per_lm_alllm.cov_q1_tot    Coverage of unemployment benefits and ALMP in poorest quintile (% of population)
per_lm_alllm.cov_q2_tot    Coverage of unemployment benefits and ALMP in 2nd quintile (% of population)
per_lm_alllm.cov_q3_tot    Coverage of unemployment benefits and ALMP in 3rd quintile (% of population)
per_lm_alllm.cov_q4_tot    Coverage of unemployment benefits and ALMP in 4th quintile (% of population)
per_lm_alllm.cov_q5_tot    Coverage of unemployment benefits and ALMP in richest quintile (% of population)
per_sa_allsa.adq_pop_tot   Adequacy of social safety net programs (% of total welfare of beneficiary households)
per_sa_allsa.ben_q1_tot    Benefit incidence of social safety net programs to poorest quintile (% of total safety net benefits)
per_sa_allsa.cov_pop_tot   Coverage of social safety net programs (% of population)
per_sa_allsa.cov_q1_tot    Coverage of social safety net programs in poorest quintile (% of population)
per_sa_allsa.cov_q2_tot    Coverage of social safety net programs in 2nd quintile (% of population)
per_sa_allsa.cov_q3_tot    Coverage of social safety net programs in 3rd quintile (% of population)
per_sa_allsa.cov_q4_tot    Coverage of social safety net programs in 4th quintile (% of population)
per_sa_allsa.cov_q5_tot    Coverage of social safety net programs in richest quintile (% of population)
per_si_allsi.adq_pop_tot   Adequacy of social insurance programs (% of total welfare of beneficiary households)
per_si_allsi.ben_q1_tot    Benefit incidence of social insurance programs to poorest quintile (% of total social insurance benefits)
per_si_allsi.cov_pop_tot   Coverage of social insurance programs (% of population)
per_si_allsi.cov_q1_tot    Coverage of social insurance programs in poorest quintile (% of population)
per_si_allsi.cov_q2_tot    Coverage of social insurance programs in 2nd quintile (% of population)
per_si_allsi.cov_q3_tot    Coverage of social insurance programs in 3rd quintile (% of population)
per_si_allsi.cov_q4_tot    Coverage of social insurance programs in 4th quintile (% of population)
per_si_allsi.cov_q5_tot    Coverage of social insurance programs in richest quintile (% of population)
PX.REX.REER                Real effective exchange rate index (2010 = 100)
SE.ADT.1524.LT.FE.ZS       Literacy rate, youth female (% of females ages 15-24)
SE.ADT.1524.LT.FM.ZS       Literacy rate, youth (ages 15-24), gender parity index (GPI)
SE.ADT.1524.LT.MA.ZS       Literacy rate, youth male (% of males ages 15-24)
SE.ADT.1524.LT.ZS          Literacy rate, youth total (% of people ages 15-24)
SE.ADT.LITR.FE.ZS          Literacy rate, adult female (% of females ages 15 and above)
SE.ADT.LITR.MA.ZS          Literacy rate, adult male (% of males ages 15 and above)
SE.ADT.LITR.ZS             Literacy rate, adult total (% of people ages 15 and above)
SE.COM.DURS                Compulsory education, duration (years)
SE.ENR.PRIM.FM.ZS          School enrollment, primary (gross), gender parity index (GPI)
SE.ENR.PRSC.FM.ZS          School enrollment, primary and secondary (gross), gender parity index (GPI)
SE.ENR.SECO.FM.ZS          School enrollment, secondary (gross), gender parity index (GPI)
SE.ENR.TERT.FM.ZS          School enrollment, tertiary (gross), gender parity index (GPI)
SE.PRE.DURS                Preprimary education, duration (years)
SE.PRE.ENRL.TC.ZS          Pupil-teacher ratio, preprimary
SE.PRE.ENRR                School enrollment, preprimary (% gross)
SE.PRE.ENRR.FE             School enrollment, preprimary, female (% gross)
SE.PRE.ENRR.MA             School enrollment, preprimary, male (% gross)
SE.PRE.TCAQ.FE.ZS          Trained teachers in preprimary education, female (% of female teachers)
SE.PRE.TCAQ.MA.ZS          Trained teachers in preprimary education, male (% of male teachers)
SE.PRE.TCAQ.ZS             Trained teachers in preprimary education (% of total teachers)
SE.PRM.AGES                Primary school starting age (years)
SE.PRM.CMPT.FE.ZS          Primary completion rate, female (% of relevant age group)
SE.PRM.CMPT.MA.ZS          Primary completion rate, male (% of relevant age group)
SE.PRM.CMPT.ZS             Primary completion rate, total (% of relevant age group)
SE.PRM.CUAT.FE.ZS          Educational attainment, at least completed primary, population 25+ years, female (%) (cumulative)
SE.PRM.CUAT.MA.ZS          Educational attainment, at least completed primary, population 25+ years, male (%) (cumulative)
SE.PRM.CUAT.ZS             Educational attainment, at least completed primary, population 25+ years, total (%) (cumulative)
SE.PRM.DURS                Primary education, duration (years)
SE.PRM.ENRL                Primary education, pupils
SE.PRM.ENRL.FE.ZS          Primary education, pupils (% female)
SE.PRM.ENRL.TC.ZS          Pupil-teacher ratio, primary
SE.PRM.ENRR                School enrollment, primary (% gross)
SE.PRM.ENRR.FE             School enrollment, primary, female (% gross)
SE.PRM.ENRR.MA             School enrollment, primary, male (% gross)
SE.PRM.GINT.FE.ZS          Gross intake ratio in first grade of primary education, female (% of relevant age group)
SE.PRM.GINT.MA.ZS          Gross intake ratio in first grade of primary education, male (% of relevant age group)
SE.PRM.GINT.ZS             Gross intake ratio in first grade of primary education, total (% of relevant age group)
SE.PRM.NENR                School enrollment, primary (% net)
SE.PRM.NENR.FE             School enrollment, primary, female (% net)
SE.PRM.NENR.MA             School enrollment, primary, male (% net)
SE.PRM.NINT.FE.ZS          Net intake rate in grade 1, female (% of official school-age population)
SE.PRM.NINT.MA.ZS          Net intake rate in grade 1, male (% of official school-age population)
SE.PRM.NINT.ZS             Net intake rate in grade 1 (% of official school-age population)
SE.PRM.OENR.FE.ZS          Over-age students, primary, female (% of female enrollment)
SE.PRM.OENR.MA.ZS          Over-age students, primary, male (% of male enrollment)
SE.PRM.OENR.ZS             Over-age students, primary (% of enrollment)
SE.PRM.PRIV.ZS             School enrollment, primary, private (% of total primary)
SE.PRM.PRS5.FE.ZS          Persistence to grade 5, female (% of cohort)
SE.PRM.PRS5.MA.ZS          Persistence to grade 5, male (% of cohort)
SE.PRM.PRS5.ZS             Persistence to grade 5, total (% of cohort)
SE.PRM.PRSL.FE.ZS          Persistence to last grade of primary, female (% of cohort)
SE.PRM.PRSL.MA.ZS          Persistence to last grade of primary, male (% of cohort)
SE.PRM.PRSL.ZS             Persistence to last grade of primary, total (% of cohort)
SE.PRM.REPT.FE.ZS          Repeaters, primary, female (% of female enrollment)
SE.PRM.REPT.MA.ZS          Repeaters, primary, male (% of male enrollment)
SE.PRM.REPT.ZS             Repeaters, primary, total (% of total enrollment)
SE.PRM.TCAQ.FE.ZS          Trained teachers in primary education, female (% of female teachers)
SE.PRM.TCAQ.MA.ZS          Trained teachers in primary education, male (% of male teachers)
SE.PRM.TCAQ.ZS             Trained teachers in primary education (% of total teachers)
SE.PRM.TCHR                Primary education, teachers
SE.PRM.TCHR.FE.ZS          Primary education, teachers (% female)
SE.PRM.TENR                Adjusted net enrollment rate, primary (% of primary school age children)
SE.PRM.TENR.FE             Adjusted net enrollment rate, primary, female (% of primary school age children)
SE.PRM.TENR.MA             Adjusted net enrollment rate, primary, male (% of primary school age children)
SE.PRM.UNER                Children out of school, primary
SE.PRM.UNER.FE             Children out of school, primary, female
SE.PRM.UNER.FE.ZS          Children out of school, female (% of female primary school age)
SE.PRM.UNER.MA             Children out of school, primary, male
SE.PRM.UNER.MA.ZS          Children out of school, male (% of male primary school age)
SE.PRM.UNER.ZS             Children out of school (% of primary school age)
SE.SEC.AGES                Lower secondary school starting age (years)
SE.SEC.CMPT.LO.FE.ZS       Lower secondary completion rate, female (% of relevant age group)
SE.SEC.CMPT.LO.MA.ZS       Lower secondary completion rate, male (% of relevant age group)
SE.SEC.CMPT.LO.ZS          Lower secondary completion rate, total (% of relevant age group)
SE.SEC.CUAT.LO.FE.ZS       Educational attainment, at least completed lower secondary, population 25+, female (%) (cumulative)
SE.SEC.CUAT.LO.MA.ZS       Educational attainment, at least completed lower secondary, population 25+, male (%) (cumulative)
SE.SEC.CUAT.LO.ZS          Educational attainment, at least completed lower secondary, population 25+, total (%) (cumulative)
SE.SEC.CUAT.PO.FE.ZS       Educational attainment, at least completed post-secondary, population 25+, female (%) (cumulative)
SE.SEC.CUAT.PO.MA.ZS       Educational attainment, at least completed post-secondary, population 25+, male (%) (cumulative)
SE.SEC.CUAT.PO.ZS          Educational attainment, at least completed post-secondary, population 25+, total (%) (cumulative)
SE.SEC.CUAT.UP.FE.ZS       Educational attainment, at least completed upper secondary, population 25+, female (%) (cumulative)
SE.SEC.CUAT.UP.MA.ZS       Educational attainment, at least completed upper secondary, population 25+, male (%) (cumulative)
SE.SEC.CUAT.UP.ZS          Educational attainment, at least completed upper secondary, population 25+, total (%) (cumulative)
SE.SEC.DURS                Secondary education, duration (years)
SE.SEC.ENRL                Secondary education, pupils
SE.SEC.ENRL.FE.ZS          Secondary education, pupils (% female)
SE.SEC.ENRL.GC             Secondary education, general pupils
SE.SEC.ENRL.GC.FE.ZS       Secondary education, general pupils (% female)
SE.SEC.ENRL.LO.TC.ZS       Pupil-teacher ratio, lower secondary
SE.SEC.ENRL.TC.ZS          Pupil-teacher ratio, secondary
SE.SEC.ENRL.UP.TC.ZS       Pupil-teacher ratio, upper secondary
SE.SEC.ENRL.VO             Secondary education, vocational pupils
SE.SEC.ENRL.VO.FE.ZS       Secondary education, vocational pupils (% female)
SE.SEC.ENRR                School enrollment, secondary (% gross)
SE.SEC.ENRR.FE             School enrollment, secondary, female (% gross)
SE.SEC.ENRR.MA             School enrollment, secondary, male (% gross)
SE.SEC.NENR                School enrollment, secondary (% net)
SE.SEC.NENR.FE             School enrollment, secondary, female (% net)
SE.SEC.NENR.MA             School enrollment, secondary, male (% net)
SE.SEC.PRIV.ZS             School enrollment, secondary, private (% of total secondary)
SE.SEC.PROG.FE.ZS          Progression to secondary school, female (%)
SE.SEC.PROG.MA.ZS          Progression to secondary school, male (%)
SE.SEC.PROG.ZS             Progression to secondary school (%)
SE.SEC.TCAQ.FE.ZS          Trained teachers in secondary education, female (% of female teachers)
SE.SEC.TCAQ.LO.FE.ZS       Trained teachers in lower secondary education, female (% of female teachers)
SE.SEC.TCAQ.LO.MA.ZS       Trained teachers in lower secondary education, male (% of male teachers)
SE.SEC.TCAQ.LO.ZS          Trained teachers in lower secondary education (% of total teachers)
SE.SEC.TCAQ.MA.ZS          Trained teachers in secondary education, male (% of male teachers)
SE.SEC.TCAQ.UP.FE.ZS       Trained teachers in upper secondary education, female (% of female teachers)
SE.SEC.TCAQ.UP.MA.ZS       Trained teachers in upper secondary education, male (% of male teachers)
SE.SEC.TCAQ.UP.ZS          Trained teachers in upper secondary education (% of total teachers)
SE.SEC.TCAQ.ZS             Trained teachers in secondary education (% of total teachers)
SE.SEC.TCHR                Secondary education, teachers
SE.SEC.TCHR.FE             Secondary education, teachers, female
SE.SEC.TCHR.FE.ZS          Secondary education, teachers (% female)
SE.SEC.UNER.LO.FE.ZS       Adolescents out of school, female (% of female lower secondary school age)
SE.SEC.UNER.LO.MA.ZS       Adolescents out of school, male (% of male lower secondary school age)
SE.SEC.UNER.LO.ZS          Adolescents out of school (% of lower secondary school age)
SE.TER.CUAT.BA.FE.ZS       Educational attainment, at least Bachelor's or equivalent, population 25+, female (%) (cumulative)
SE.TER.CUAT.BA.MA.ZS       Educational attainment, at least Bachelor's or equivalent, population 25+, male (%) (cumulative)
SE.TER.CUAT.BA.ZS          Educational attainment, at least Bachelor's or equivalent, population 25+, total (%) (cumulative)
SE.TER.CUAT.DO.FE.ZS       Educational attainment, Doctoral or equivalent, population 25+, female (%) (cumulative)
SE.TER.CUAT.DO.MA.ZS       Educational attainment, Doctoral or equivalent, population 25+, male (%) (cumulative)
SE.TER.CUAT.DO.ZS          Educational attainment, Doctoral or equivalent, population 25+, total (%) (cumulative)
SE.TER.CUAT.MS.FE.ZS       Educational attainment, at least Master's or equivalent, population 25+, female (%) (cumulative)
SE.TER.CUAT.MS.MA.ZS       Educational attainment, at least Master's or equivalent, population 25+, male (%) (cumulative)
SE.TER.CUAT.MS.ZS          Educational attainment, at least Master's or equivalent, population 25+, total (%) (cumulative)
SE.TER.CUAT.ST.FE.ZS       Educational attainment, at least completed short-cycle tertiary, population 25+, female (%) (cumulative)
SE.TER.CUAT.ST.MA.ZS       Educational attainment, at least completed short-cycle tertiary, population 25+, male (%) (cumulative)
SE.TER.CUAT.ST.ZS          Educational attainment, at least completed short-cycle tertiary, population 25+, total (%) (cumulative)
SE.TER.ENRL.TC.ZS          Pupil-teacher ratio, tertiary
SE.TER.ENRR                School enrollment, tertiary (% gross)
SE.TER.ENRR.FE             School enrollment, tertiary, female (% gross)
SE.TER.ENRR.MA             School enrollment, tertiary, male (% gross)
SE.TER.TCHR.FE.ZS          Tertiary education, academic staff (% female)
SE.XPD.CPRM.ZS             Current education expenditure, primary (% of total expenditure in primary public institutions)
SE.XPD.CSEC.ZS             Current education expenditure, secondary (% of total expenditure in secondary public institutions)
SE.XPD.CTER.ZS             Current education expenditure, tertiary (% of total expenditure in tertiary public institutions)
SE.XPD.CTOT.ZS             Current education expenditure, total (% of total expenditure in public institutions)
SE.XPD.PRIM.PC.ZS          Government expenditure per student, primary (% of GDP per capita)
SE.XPD.PRIM.ZS             Expenditure on primary education (% of government expenditure on education)
SE.XPD.SECO.PC.ZS          Government expenditure per student, secondary (% of GDP per capita)
SE.XPD.SECO.ZS             Expenditure on secondary education (% of government expenditure on education)
SE.XPD.TERT.PC.ZS          Government expenditure per student, tertiary (% of GDP per capita)
SE.XPD.TERT.ZS             Expenditure on tertiary education (% of government expenditure on education)
SE.XPD.TOTL.GB.ZS          Government expenditure on education, total (% of government expenditure)
SE.XPD.TOTL.GD.ZS          Government expenditure on education, total (% of GDP)
SG.DMK.ALLD.FN.ZS          Women participating in the three decisions (own health care, major household purchases, and visiting family) (% of women age 15-49)
SG.DMK.SRCR.FN.ZS          Women making their own informed decisions regarding sexual relations, contraceptive use and reproductive health care  (% of women age 15-49)
SG.GEN.PARL.ZS             Proportion of seats held by women in national parliaments (%)
SG.LAW.INDX                Women Business and the Law Index Score (scale 1-100)
SG.TIM.UWRK.FE             Proportion of time spent on unpaid domestic and care work, female (% of 24 hour day)
SG.TIM.UWRK.MA             Proportion of time spent on unpaid domestic and care work, male (% of 24 hour day)
SG.VAW.1549.ZS             Proportion of women subjected to physical and/or sexual violence in the last 12 months (% of ever-partnered women ages 15-49)
SG.VAW.ARGU.ZS             Women who believe a husband is justified in beating his wife when she argues with him (%)
SG.VAW.BURN.ZS             Women who believe a husband is justified in beating his wife when she burns the food (%)
SG.VAW.GOES.ZS             Women who believe a husband is justified in beating his wife when she goes out without telling him (%)
SG.VAW.NEGL.ZS             Women who believe a husband is justified in beating his wife when she neglects the children (%)
SG.VAW.REAS.ZS             Women who believe a husband is justified in beating his wife (any of five reasons) (%)
SG.VAW.REFU.ZS             Women who believe a husband is justified in beating his wife when she refuses sex with him (%)
SH.ALC.PCAP.FE.LI          Total alcohol consumption per capita, female (liters of pure alcohol, projected estimates, female 15+ years of age)
SH.ALC.PCAP.LI             Total alcohol consumption per capita (liters of pure alcohol, projected estimates, 15+ years of age)
SH.ALC.PCAP.MA.LI          Total alcohol consumption per capita, male (liters of pure alcohol, projected estimates, male 15+ years of age)
SH.ANM.ALLW.ZS             Prevalence of anemia among women of reproductive age (% of women ages 15-49)
SH.ANM.CHLD.ZS             Prevalence of anemia among children (% of children ages 6-59 months)
SH.ANM.NPRG.ZS             Prevalence of anemia among non-pregnant women (% of women ages 15-49)
SH.CON.1524.FE.ZS          Condom use, population ages 15-24, female (% of females ages 15-24)
SH.CON.1524.MA.ZS          Condom use, population ages 15-24, male (% of males ages 15-24)
SH.DTH.0509                Number of deaths ages 5-9 years
SH.DTH.1014                Number of deaths ages 10-14 years
SH.DTH.1519                Number of deaths ages 15-19 years
SH.DTH.2024                Number of deaths ages 20-24 years
SH.DTH.COMM.ZS             Cause of death, by communicable diseases and maternal, prenatal and nutrition conditions (% of total)
SH.DTH.IMRT                Number of infant deaths
SH.DTH.INJR.ZS             Cause of death, by injury (% of total)
SH.DTH.MORT                Number of under-five deaths
SH.DTH.NCOM.ZS             Cause of death, by non-communicable diseases (% of total)
SH.DTH.NMRT                Number of neonatal deaths
SH.DYN.0509                Probability of dying among children ages 5-9 years (per 1,000)
SH.DYN.1014                Probability of dying among adolescents ages 10-14 years (per 1,000)
SH.DYN.1519                Probability of dying among adolescents ages 15-19 years (per 1,000)
SH.DYN.2024                Probability of dying among youth ages 20-24 years (per 1,000)
SH.DYN.AIDS.FE.ZS          Women's share of population ages 15+ living with HIV (%)
SH.DYN.AIDS.ZS             Prevalence of HIV, total (% of population ages 15-49)
SH.DYN.MORT                Mortality rate, under-5 (per 1,000 live births)
SH.DYN.MORT.FE             Mortality rate, under-5, female (per 1,000 live births)
SH.DYN.MORT.MA             Mortality rate, under-5, male (per 1,000 live births)
SH.DYN.NCOM.FE.ZS          Mortality from CVD, cancer, diabetes or CRD between exact ages 30 and 70, female (%)
SH.DYN.NCOM.MA.ZS          Mortality from CVD, cancer, diabetes or CRD between exact ages 30 and 70, male (%)
SH.DYN.NCOM.ZS             Mortality from CVD, cancer, diabetes or CRD between exact ages 30 and 70 (%)
SH.DYN.NMRT                Mortality rate, neonatal (per 1,000 live births)
SH.FPL.SATM.ZS             Demand for family planning satisfied by modern methods (% of married women with demand for family planning)
SH.H2O.BASW.RU.ZS          People using at least basic drinking water services, rural (% of rural population)
SH.H2O.BASW.UR.ZS          People using at least basic drinking water services, urban (% of urban population)
SH.H2O.BASW.ZS             People using at least basic drinking water services (% of population)
SH.H2O.SMDW.RU.ZS          People using safely managed drinking water services, rural (% of rural population)
SH.H2O.SMDW.UR.ZS          People using safely managed drinking water services, urban (% of urban population)
SH.H2O.SMDW.ZS             People using safely managed drinking water services (% of population)
SH.HIV.0014                Children (0-14) living with HIV
SH.HIV.1524.FE.ZS          Prevalence of HIV, female (% ages 15-24)
SH.HIV.1524.MA.ZS          Prevalence of HIV, male (% ages 15-24)
SH.HIV.ARTC.ZS             Antiretroviral therapy coverage (% of people living with HIV)
SH.HIV.INCD                Adults (ages 15-49) newly infected with HIV
SH.HIV.INCD.14             Children (ages 0-14) newly infected with HIV
SH.HIV.INCD.TL             Adults (ages 15+) and children (ages 0-14) newly infected with HIV
SH.HIV.INCD.TL.P3          Incidence of HIV, all (per 1,000 uninfected population)
SH.HIV.INCD.YG             Young people (ages 15-24) newly infected with HIV
SH.HIV.INCD.YG.P3          Incidence of HIV, ages 15-24 (per 1,000 uninfected population ages 15-24)
SH.HIV.INCD.ZS             Incidence of HIV, ages 15-49 (per 1,000 uninfected population ages 15-49)
SH.HIV.PMTC.ZS             Antiretroviral therapy coverage for PMTCT (% of pregnant women living with HIV)
SH.IMM.HEPB                Immunization, HepB3 (% of one-year-old children)
SH.IMM.IDPT                Immunization, DPT (% of children ages 12-23 months)
SH.IMM.MEAS                Immunization, measles (% of children ages 12-23 months)
SH.MED.BEDS.ZS             Hospital beds (per 1,000 people)
SH.MED.CMHW.P3             Community health workers (per 1,000 people)
SH.MED.NUMW.P3             Nurses and midwives (per 1,000 people)
SH.MED.PHYS.ZS             Physicians (per 1,000 people)
SH.MED.SAOP.P5             Specialist surgical workforce (per 100,000 population)
SH.MLR.INCD.P3             Incidence of malaria (per 1,000 population at risk)
SH.MLR.NETS.ZS             Use of insecticide-treated bed nets (% of under-5 population)
SH.MLR.TRET.ZS             Children with fever receiving antimalarial drugs (% of children under age 5 with fever)
SH.MMR.DTHS                Number of maternal deaths
SH.MMR.RISK                Lifetime risk of maternal death (1 in: rate varies by country)
SH.MMR.RISK.ZS             Lifetime risk of maternal death (%)
SH.PRG.ANEM                Prevalence of anemia among pregnant women (%)
SH.PRV.SMOK                Prevalence of current tobacco use (% of adults)
SH.PRV.SMOK.FE             Prevalence of current tobacco use, females (% of female adults)
SH.PRV.SMOK.MA             Prevalence of current tobacco use, males (% of male adults)
SH.SGR.CRSK.ZS             Risk of catastrophic expenditure for surgical care (% of people at risk)
SH.SGR.IRSK.ZS             Risk of impoverishing expenditure for surgical care (% of people at risk)
SH.SGR.PROC.P5             Number of surgical procedures (per 100,000 population)
SH.STA.AIRP.FE.P5          Mortality rate attributed to household and ambient air pollution, age-standardized, female (per 100,000 female population)
SH.STA.AIRP.MA.P5          Mortality rate attributed to household and ambient air pollution, age-standardized, male (per 100,000 male population)
SH.STA.AIRP.P5             Mortality rate attributed to household and ambient air pollution, age-standardized (per 100,000 population)
SH.STA.ANVC.ZS             Pregnant women receiving prenatal care (%)
SH.STA.ARIC.ZS             ARI treatment (% of children under 5 taken to a health provider)
SH.STA.BASS.RU.ZS          People using at least basic sanitation services, rural (% of rural population)
SH.STA.BASS.UR.ZS          People using at least basic sanitation services, urban (% of urban population)
SH.STA.BASS.ZS             People using at least basic sanitation services (% of population)
SH.STA.BFED.ZS             Exclusive breastfeeding (% of children under 6 months)
SH.STA.BRTC.ZS             Births attended by skilled health staff (% of total)
SH.STA.BRTW.ZS             Low-birthweight babies (% of births)
SH.STA.DIAB.ZS             Diabetes prevalence (% of population ages 20 to 79)
SH.STA.FGMS.ZS             Female genital mutilation prevalence (%)
SH.STA.HYGN.RU.ZS          People with basic handwashing facilities including soap and water, rural (% of rural population)
SH.STA.HYGN.UR.ZS          People with basic handwashing facilities including soap and water, urban (% of urban population)
SH.STA.HYGN.ZS             People with basic handwashing facilities including soap and water (% of population)
SH.STA.MALN.FE.ZS          Prevalence of underweight, weight for age, female (% of children under 5)
SH.STA.MALN.MA.ZS          Prevalence of underweight, weight for age, male (% of children under 5)
SH.STA.MALN.ZS             Prevalence of underweight, weight for age (% of children under 5)
SH.STA.MMRT                Maternal mortality ratio (modeled estimate, per 100,000 live births)
SH.STA.MMRT.NE             Maternal mortality ratio (national estimate, per 100,000 live births)
SH.STA.ODFC.RU.ZS          People practicing open defecation, rural (% of rural population)
SH.STA.ODFC.UR.ZS          People practicing open defecation, urban (% of urban population)
SH.STA.ODFC.ZS             People practicing open defecation (% of population)
SH.STA.ORCF.ZS             Diarrhea treatment (% of children under 5 receiving oral rehydration and continued feeding)
SH.STA.ORTH                Diarrhea treatment (% of children under 5 who received ORS packet)
SH.STA.OWGH.FE.ZS          Prevalence of overweight, weight for height, female (% of children under 5)
SH.STA.OWGH.MA.ZS          Prevalence of overweight, weight for height, male (% of children under 5)
SH.STA.OWGH.ME.ZS          Prevalence of overweight (modeled estimate, % of children under 5)
SH.STA.OWGH.ZS             Prevalence of overweight, weight for height (% of children under 5)
SH.STA.POIS.P5             Mortality rate attributed to unintentional poisoning (per 100,000 population)
SH.STA.POIS.P5.FE          Mortality rate attributed to unintentional poisoning, female (per 100,000 female population)
SH.STA.POIS.P5.MA          Mortality rate attributed to unintentional poisoning, male (per 100,000 male population)
SH.STA.SMSS.RU.ZS          People using safely managed sanitation services, rural (% of rural population)
SH.STA.SMSS.UR.ZS          People using safely managed sanitation services, urban (% of urban population)
SH.STA.SMSS.ZS             People using safely managed sanitation services (% of population)
SH.STA.STNT.FE.ZS          Prevalence of stunting, height for age, female (% of children under 5)
SH.STA.STNT.MA.ZS          Prevalence of stunting, height for age, male (% of children under 5)
SH.STA.STNT.ME.ZS          Prevalence of stunting, height for age (modeled estimate, % of children under 5)
SH.STA.STNT.ZS             Prevalence of stunting, height for age (% of children under 5)
SH.STA.SUIC.FE.P5          Suicide mortality rate, female (per 100,000 female population)
SH.STA.SUIC.MA.P5          Suicide mortality rate, male (per 100,000 male population)
SH.STA.SUIC.P5             Suicide mortality rate (per 100,000 population)
SH.STA.TRAF.P5             Mortality caused by road traffic injury (per 100,000 population)
SH.STA.WASH.P5             Mortality rate attributed to unsafe water, unsafe sanitation and lack of hygiene (per 100,000 population)
SH.STA.WAST.FE.ZS          Prevalence of wasting, weight for height, female (% of children under 5)
SH.STA.WAST.MA.ZS          Prevalence of wasting, weight for height, male (% of children under 5)
SH.STA.WAST.ZS             Prevalence of wasting, weight for height (% of children under 5)
SH.SVR.WAST.FE.ZS          Prevalence of severe wasting, weight for height, female (% of children under 5)
SH.SVR.WAST.MA.ZS          Prevalence of severe wasting, weight for height, male (% of children under 5)
SH.SVR.WAST.ZS             Prevalence of severe wasting, weight for height (% of children under 5)
SH.TBS.CURE.ZS             Tuberculosis treatment success rate (% of new cases)
SH.TBS.DTEC.ZS             Tuberculosis case detection rate (%, all forms)
SH.TBS.INCD                Incidence of tuberculosis (per 100,000 people)
SH.UHC.NOP1.CG             Increase in poverty gap at $1.90 ($ 2011 PPP) poverty line due to out-of-pocket health care expenditure (USD)
SH.UHC.NOP1.TO             Number of people pushed below the $1.90 ($ 2011 PPP) poverty line by out-of-pocket health care expenditure
SH.UHC.NOP1.ZG             Increase in poverty gap at $1.90 ($ 2011 PPP) poverty line due to out-of-pocket health care expenditure (% of poverty line)
SH.UHC.NOP1.ZS             Proportion of population pushed below the $1.90 ($ 2011 PPP) poverty line by out-of-pocket health care expenditure (%)
SH.UHC.NOP2.CG             Increase in poverty gap at $3.20 ($ 2011 PPP) poverty line due to out-of-pocket health care expenditure (USD)
SH.UHC.NOP2.TO             Number of people pushed below the $3.20 ($ 2011 PPP) poverty line by out-of-pocket health care expenditure
SH.UHC.NOP2.ZG             Increase in poverty gap at $3.20 ($ 2011 PPP) poverty line due to out-of-pocket health care expenditure (% of poverty line)
SH.UHC.NOP2.ZS             Proportion of population pushed below the $3.20 ($ 2011 PPP) poverty line by out-of-pocket health care expenditure (%)
SH.UHC.OOPC.10.TO          Number of people spending more than 10% of household consumption or income on out-of-pocket health care expenditure
SH.UHC.OOPC.10.ZS          Proportion of population spending more than 10% of household consumption or income on out-of-pocket health care expenditure (%)
SH.UHC.OOPC.25.TO          Number of people spending more than 25% of household consumption or income on out-of-pocket health care expenditure
SH.UHC.OOPC.25.ZS          Proportion of population spending more than 25% of household consumption or income on out-of-pocket health care expenditure (%)
SH.UHC.SRVS.CV.XD          UHC service coverage index
SH.VAC.TTNS.ZS             Newborns protected against tetanus (%)
SH.XPD.CHEX.GD.ZS          Current health expenditure (% of GDP)
SH.XPD.CHEX.PC.CD          Current health expenditure per capita (current US$)
SH.XPD.CHEX.PP.CD          Current health expenditure per capita, PPP (current international $)
SH.XPD.EHEX.CH.ZS          External health expenditure (% of current health expenditure)
SH.XPD.EHEX.PC.CD          External health expenditure per capita (current US$)
SH.XPD.EHEX.PP.CD          External health expenditure per capita, PPP (current international $)
SH.XPD.GHED.CH.ZS          Domestic general government health expenditure (% of current health expenditure)
SH.XPD.GHED.GD.ZS          Domestic general government health expenditure (% of GDP)
SH.XPD.GHED.GE.ZS          Domestic general government health expenditure (% of general government expenditure)
SH.XPD.GHED.PC.CD          Domestic general government health expenditure per capita (current US$)
SH.XPD.GHED.PP.CD          Domestic general government health expenditure per capita, PPP (current international $)
SH.XPD.OOPC.CH.ZS          Out-of-pocket expenditure (% of current health expenditure)
SH.XPD.OOPC.PC.CD          Out-of-pocket expenditure per capita (current US$)
SH.XPD.OOPC.PP.CD          Out-of-pocket expenditure per capita, PPP (current international $)
SH.XPD.PVTD.CH.ZS          Domestic private health expenditure (% of current health expenditure)
SH.XPD.PVTD.PC.CD          Domestic private health expenditure per capita (current US$)
SH.XPD.PVTD.PP.CD          Domestic private health expenditure per capita, PPP (current international $)
SI.DST.02ND.20             Income share held by second 20%
SI.DST.03RD.20             Income share held by third 20%
SI.DST.04TH.20             Income share held by fourth 20%
SI.DST.05TH.20             Income share held by highest 20%
SI.DST.10TH.10             Income share held by highest 10%
SI.DST.50MD                Proportion of people living below 50 percent of median income (%)
SI.DST.FRST.10             Income share held by lowest 10%
SI.DST.FRST.20             Income share held by lowest 20%
SI.POV.DDAY                Poverty headcount ratio at $2.15 a day (2017 PPP) (% of population)
SI.POV.GAPS                Poverty gap at $2.15 a day (2017 PPP) (%)
SI.POV.GINI                Gini index
SI.POV.LMIC                Poverty headcount ratio at $3.65 a day (2017 PPP) (% of population)
SI.POV.LMIC.GP             Poverty gap at $3.65 a day (2017 PPP) (%)
SI.POV.MDIM                Multidimensional poverty headcount ratio (% of total population)
SI.POV.MDIM.17             Multidimensional poverty headcount ratio, children (% of population ages 0-17)
SI.POV.MDIM.17.XQ          Multidimensional poverty index, children (population ages 0-17) (scale 0-1)
SI.POV.MDIM.FE             Multidimensional poverty headcount ratio, female (% of female population)
SI.POV.MDIM.HH             Multidimensional poverty headcount ratio, household (% of total households)
SI.POV.MDIM.IT             Multidimensional poverty intensity (average share of deprivations experienced by the poor)
SI.POV.MDIM.MA             Multidimensional poverty headcount ratio, male (% of male population)
SI.POV.MDIM.XQ             Multidimensional poverty index (scale 0-1)
SI.POV.NAHC                Poverty headcount ratio at national poverty lines (% of population)
SI.POV.UMIC                Poverty headcount ratio at $6.85 a day (2017 PPP) (% of population)
SI.POV.UMIC.GP             Poverty gap at $6.85 a day (2017 PPP) (%)
SI.RMT.COST.IB.ZS          Average transaction cost of sending remittances to a specific country (%)
SI.RMT.COST.OB.ZS          Average transaction cost of sending remittances from a specific country (%)
SI.SPR.PC40                Survey mean consumption or income per capita, bottom 40% of population (2017 PPP $ per day)
SI.SPR.PC40.ZG             Annualized average growth rate in per capita real survey mean consumption or income, bottom 40% of population (%)
SI.SPR.PCAP                Survey mean consumption or income per capita, total population (2017 PPP $ per day)
SI.SPR.PCAP.ZG             Annualized average growth rate in per capita real survey mean consumption or income, total population (%)
SL.AGR.0714.FE.ZS          Child employment in agriculture, female (% of female economically active children ages 7-14)
SL.AGR.0714.MA.ZS          Child employment in agriculture, male (% of male economically active children ages 7-14)
SL.AGR.0714.ZS             Child employment in agriculture (% of economically active children ages 7-14)
SL.AGR.EMPL.FE.ZS          Employment in agriculture, female (% of female employment) (modeled ILO estimate)
SL.AGR.EMPL.MA.ZS          Employment in agriculture, male (% of male employment) (modeled ILO estimate)
SL.AGR.EMPL.ZS             Employment in agriculture (% of total employment) (modeled ILO estimate)
SL.EMP.1524.SP.FE.NE.ZS    Employment to population ratio, ages 15-24, female (%) (national estimate)
SL.EMP.1524.SP.FE.ZS       Employment to population ratio, ages 15-24, female (%) (modeled ILO estimate)
SL.EMP.1524.SP.MA.NE.ZS    Employment to population ratio, ages 15-24, male (%) (national estimate)
SL.EMP.1524.SP.MA.ZS       Employment to population ratio, ages 15-24, male (%) (modeled ILO estimate)
SL.EMP.1524.SP.NE.ZS       Employment to population ratio, ages 15-24, total (%) (national estimate)
SL.EMP.1524.SP.ZS          Employment to population ratio, ages 15-24, total (%) (modeled ILO estimate)
SL.EMP.MPYR.FE.ZS          Employers, female (% of female employment) (modeled ILO estimate)
SL.EMP.MPYR.MA.ZS          Employers, male (% of male employment) (modeled ILO estimate)
SL.EMP.MPYR.ZS             Employers, total (% of total employment) (modeled ILO estimate)
SL.EMP.SELF.FE.ZS          Self-employed, female (% of female employment) (modeled ILO estimate)
SL.EMP.SELF.MA.ZS          Self-employed, male (% of male employment) (modeled ILO estimate)
SL.EMP.SELF.ZS             Self-employed, total (% of total employment) (modeled ILO estimate)
SL.EMP.SMGT.FE.ZS          Female share of employment in senior and middle management (%)
SL.EMP.TOTL.SP.FE.NE.ZS    Employment to population ratio, 15+, female (%) (national estimate)
SL.EMP.TOTL.SP.FE.ZS       Employment to population ratio, 15+, female (%) (modeled ILO estimate)
SL.EMP.TOTL.SP.MA.NE.ZS    Employment to population ratio, 15+, male (%) (national estimate)
SL.EMP.TOTL.SP.MA.ZS       Employment to population ratio, 15+, male (%) (modeled ILO estimate)
SL.EMP.TOTL.SP.NE.ZS       Employment to population ratio, 15+, total (%) (national estimate)
SL.EMP.TOTL.SP.ZS          Employment to population ratio, 15+, total (%) (modeled ILO estimate)
SL.EMP.VULN.FE.ZS          Vulnerable employment, female (% of female employment) (modeled ILO estimate)
SL.EMP.VULN.MA.ZS          Vulnerable employment, male (% of male employment) (modeled ILO estimate)
SL.EMP.VULN.ZS             Vulnerable employment, total (% of total employment) (modeled ILO estimate)
SL.EMP.WORK.FE.ZS          Wage and salaried workers, female (% of female employment) (modeled ILO estimate)
SL.EMP.WORK.MA.ZS          Wage and salaried workers, male (% of male employment) (modeled ILO estimate)
SL.EMP.WORK.ZS             Wage and salaried workers, total (% of total employment) (modeled ILO estimate)
SL.FAM.0714.FE.ZS          Children in employment, unpaid family workers, female (% of female children in employment, ages 7-14)
SL.FAM.0714.MA.ZS          Children in employment, unpaid family workers, male (% of male children in employment, ages 7-14)
SL.FAM.0714.ZS             Children in employment, unpaid family workers (% of children in employment, ages 7-14)
SL.FAM.WORK.FE.ZS          Contributing family workers, female (% of female employment) (modeled ILO estimate)
SL.FAM.WORK.MA.ZS          Contributing family workers, male (% of male employment) (modeled ILO estimate)
SL.FAM.WORK.ZS             Contributing family workers, total (% of total employment) (modeled ILO estimate)
SL.GDP.PCAP.EM.KD          GDP per person employed (constant 2017 PPP $)
SL.IND.EMPL.FE.ZS          Employment in industry, female (% of female employment) (modeled ILO estimate)
SL.IND.EMPL.MA.ZS          Employment in industry, male (% of male employment) (modeled ILO estimate)
SL.IND.EMPL.ZS             Employment in industry (% of total employment) (modeled ILO estimate)
SL.MNF.0714.FE.ZS          Child employment in manufacturing, female (% of female economically active children ages 7-14)
SL.MNF.0714.MA.ZS          Child employment in manufacturing, male (% of male economically active children ages 7-14)
SL.MNF.0714.ZS             Child employment in manufacturing (% of economically active children ages 7-14)
SL.SLF.0714.FE.ZS          Children in employment, self-employed, female (% of female children in employment, ages 7-14)
SL.SLF.0714.MA.ZS          Children in employment, self-employed, male (% of male children in employment, ages 7-14)
SL.SLF.0714.ZS             Children in employment, self-employed (% of children in employment, ages 7-14)
SL.SRV.0714.FE.ZS          Child employment in services, female (% of female economically active children ages 7-14)
SL.SRV.0714.MA.ZS          Child employment in services, male (% of male economically active children ages 7-14)
SL.SRV.0714.ZS             Child employment in services (% of economically active children ages 7-14)
SL.SRV.EMPL.FE.ZS          Employment in services, female (% of female employment) (modeled ILO estimate)
SL.SRV.EMPL.MA.ZS          Employment in services, male (% of male employment) (modeled ILO estimate)
SL.SRV.EMPL.ZS             Employment in services (% of total employment) (modeled ILO estimate)
SL.TLF.0714.FE.ZS          Children in employment, female (% of female children ages 7-14)
SL.TLF.0714.MA.ZS          Children in employment, male (% of male children ages 7-14)
SL.TLF.0714.SW.FE.TM       Average working hours of children, study and work, female, ages 7-14 (hours per week)
SL.TLF.0714.SW.FE.ZS       Children in employment, study and work, female (% of female children in employment, ages 7-14)
SL.TLF.0714.SW.MA.TM       Average working hours of children, study and work, male, ages 7-14 (hours per week)
SL.TLF.0714.SW.MA.ZS       Children in employment, study and work, male (% of male children in employment, ages 7-14)
SL.TLF.0714.SW.TM          Average working hours of children, study and work, ages 7-14 (hours per week)
SL.TLF.0714.SW.ZS          Children in employment, study and work (% of children in employment, ages 7-14)
SL.TLF.0714.WK.FE.TM       Average working hours of children, working only, female, ages 7-14 (hours per week)
SL.TLF.0714.WK.FE.ZS       Children in employment, work only, female (% of female children in employment, ages 7-14)
SL.TLF.0714.WK.MA.TM       Average working hours of children, working only, male, ages 7-14 (hours per week)
SL.TLF.0714.WK.MA.ZS       Children in employment, work only, male (% of male children in employment, ages 7-14)
SL.TLF.0714.WK.TM          Average working hours of children, working only, ages 7-14 (hours per week)
SL.TLF.0714.WK.ZS          Children in employment, work only (% of children in employment, ages 7-14)
SL.TLF.0714.ZS             Children in employment, total (% of children ages 7-14)
SL.TLF.ACTI.1524.FE.NE.ZS  Labor force participation rate for ages 15-24, female (%) (national estimate)
SL.TLF.ACTI.1524.FE.ZS     Labor force participation rate for ages 15-24, female (%) (modeled ILO estimate)
SL.TLF.ACTI.1524.MA.NE.ZS  Labor force participation rate for ages 15-24, male (%) (national estimate)
SL.TLF.ACTI.1524.MA.ZS     Labor force participation rate for ages 15-24, male (%) (modeled ILO estimate)
SL.TLF.ACTI.1524.NE.ZS     Labor force participation rate for ages 15-24, total (%) (national estimate)
SL.TLF.ACTI.1524.ZS        Labor force participation rate for ages 15-24, total (%) (modeled ILO estimate)
SL.TLF.ACTI.FE.ZS          Labor force participation rate, female (% of female population ages 15-64) (modeled ILO estimate)
SL.TLF.ACTI.MA.ZS          Labor force participation rate, male (% of male population ages 15-64) (modeled ILO estimate)
SL.TLF.ACTI.ZS             Labor force participation rate, total (% of total population ages 15-64) (modeled ILO estimate)
SL.TLF.ADVN.FE.ZS          Labor force with advanced education, female (% of female working-age population with advanced education)
SL.TLF.ADVN.MA.ZS          Labor force with advanced education, male (% of male working-age population with advanced education)
SL.TLF.ADVN.ZS             Labor force with advanced education (% of total working-age population with advanced education)
SL.TLF.BASC.FE.ZS          Labor force with basic education, female (% of female working-age population with basic education)
SL.TLF.BASC.MA.ZS          Labor force with basic education, male (% of male working-age population with basic education)
SL.TLF.BASC.ZS             Labor force with basic education (% of total working-age population with basic education)
SL.TLF.CACT.FE.NE.ZS       Labor force participation rate, female (% of female population ages 15+) (national estimate)
SL.TLF.CACT.FE.ZS          Labor force participation rate, female (% of female population ages 15+) (modeled ILO estimate)
SL.TLF.CACT.FM.NE.ZS       Ratio of female to male labor force participation rate (%) (national estimate)
SL.TLF.CACT.FM.ZS          Ratio of female to male labor force participation rate (%) (modeled ILO estimate)
SL.TLF.CACT.MA.NE.ZS       Labor force participation rate, male (% of male population ages 15+) (national estimate)
SL.TLF.CACT.MA.ZS          Labor force participation rate, male (% of male population ages 15+) (modeled ILO estimate)
SL.TLF.CACT.NE.ZS          Labor force participation rate, total (% of total population ages 15+) (national estimate)
SL.TLF.CACT.ZS             Labor force participation rate, total (% of total population ages 15+) (modeled ILO estimate)
SL.TLF.INTM.FE.ZS          Labor force with intermediate education, female (% of female working-age population with intermediate education)
SL.TLF.INTM.MA.ZS          Labor force with intermediate education, male (% of male working-age population with intermediate education)
SL.TLF.INTM.ZS             Labor force with intermediate education (% of total working-age population with intermediate education)
SL.TLF.PART.FE.ZS          Part time employment, female (% of total female employment)
SL.TLF.PART.MA.ZS          Part time employment, male (% of total male employment)
SL.TLF.PART.ZS             Part time employment, total (% of total employment)
SL.TLF.TOTL.FE.ZS          Labor force, female (% of total labor force)
SL.TLF.TOTL.IN             Labor force, total
SL.UEM.1524.FE.NE.ZS       Unemployment, youth female (% of female labor force ages 15-24) (national estimate)
SL.UEM.1524.FE.ZS          Unemployment, youth female (% of female labor force ages 15-24) (modeled ILO estimate)
SL.UEM.1524.MA.NE.ZS       Unemployment, youth male (% of male labor force ages 15-24) (national estimate)
SL.UEM.1524.MA.ZS          Unemployment, youth male (% of male labor force ages 15-24) (modeled ILO estimate)
SL.UEM.1524.NE.ZS          Unemployment, youth total (% of total labor force ages 15-24) (national estimate)
SL.UEM.1524.ZS             Unemployment, youth total (% of total labor force ages 15-24) (modeled ILO estimate)
SL.UEM.ADVN.FE.ZS          Unemployment with advanced education, female (% of female labor force with advanced education)
SL.UEM.ADVN.MA.ZS          Unemployment with advanced education, male (% of male labor force with advanced education)
SL.UEM.ADVN.ZS             Unemployment with advanced education (% of total labor force with advanced education)
SL.UEM.BASC.FE.ZS          Unemployment with basic education, female (% of female labor force with basic education)
SL.UEM.BASC.MA.ZS          Unemployment with basic education, male (% of male labor force with basic education)
SL.UEM.BASC.ZS             Unemployment with basic education (% of total labor force with basic education)
SL.UEM.INTM.FE.ZS          Unemployment with intermediate education, female (% of female labor force with intermediate education)
SL.UEM.INTM.MA.ZS          Unemployment with intermediate education, male (% of male labor force with intermediate education)
SL.UEM.INTM.ZS             Unemployment with intermediate education (% of total labor force with intermediate education)
SL.UEM.NEET.FE.ZS          Share of youth not in education, employment or training, female (% of female youth population)
SL.UEM.NEET.MA.ZS          Share of youth not in education, employment or training, male (% of male youth population)
SL.UEM.NEET.ZS             Share of youth not in education, employment or training, total (% of youth population)
SL.UEM.TOTL.FE.NE.ZS       Unemployment, female (% of female labor force) (national estimate)
SL.UEM.TOTL.FE.ZS          Unemployment, female (% of female labor force) (modeled ILO estimate)
SL.UEM.TOTL.MA.NE.ZS       Unemployment, male (% of male labor force) (national estimate)
SL.UEM.TOTL.MA.ZS          Unemployment, male (% of male labor force) (modeled ILO estimate)
SL.UEM.TOTL.NE.ZS          Unemployment, total (% of total labor force) (national estimate)
SL.UEM.TOTL.ZS             Unemployment, total (% of total labor force) (modeled ILO estimate)
SL.WAG.0714.FE.ZS          Children in employment, wage workers, female (% of female children in employment, ages 7-14)
SL.WAG.0714.MA.ZS          Children in employment, wage workers, male (% of male children in employment, ages 7-14)
SL.WAG.0714.ZS             Children in employment, wage workers (% of children in employment, ages 7-14)
SM.POP.NETM                Net migration
SM.POP.REFG                Refugee population by country or territory of asylum
SM.POP.REFG.OR             Refugee population by country or territory of origin
SM.POP.TOTL                International migrant stock, total
SM.POP.TOTL.ZS             International migrant stock (% of population)
SN.ITK.DEFC.ZS             Prevalence of undernourishment (% of population)
SN.ITK.MSFI.ZS             Prevalence of moderate or severe food insecurity in the population (%)
SN.ITK.SALT.ZS             Consumption of iodized salt (% of households)
SN.ITK.SVFI.ZS             Prevalence of severe food insecurity in the population (%)
SN.ITK.VITA.ZS             Vitamin A supplementation coverage rate (% of children ages 6-59 months)
SP.ADO.TFRT                Adolescent fertility rate (births per 1,000 women ages 15-19)
SP.DYN.AMRT.FE             Mortality rate, adult, female (per 1,000 female adults)
SP.DYN.AMRT.MA             Mortality rate, adult, male (per 1,000 male adults)
SP.DYN.CBRT.IN             Birth rate, crude (per 1,000 people)
SP.DYN.CDRT.IN             Death rate, crude (per 1,000 people)
SP.DYN.CONM.ZS             Contraceptive prevalence, any modern method (% of married women ages 15-49)
SP.DYN.CONU.ZS             Contraceptive prevalence, any method (% of married women ages 15-49)
SP.DYN.IMRT.FE.IN          Mortality rate, infant, female (per 1,000 live births)
SP.DYN.IMRT.IN             Mortality rate, infant (per 1,000 live births)
SP.DYN.IMRT.MA.IN          Mortality rate, infant, male (per 1,000 live births)
SP.DYN.LE00.FE.IN          Life expectancy at birth, female (years)
SP.DYN.LE00.IN             Life expectancy at birth, total (years)
SP.DYN.LE00.MA.IN          Life expectancy at birth, male (years)
SP.DYN.TFRT.IN             Fertility rate, total (births per woman)
SP.DYN.TO65.FE.ZS          Survival to age 65, female (% of cohort)
SP.DYN.TO65.MA.ZS          Survival to age 65, male (% of cohort)
SP.DYN.WFRT                Wanted fertility rate (births per woman)
SP.HOU.FEMA.ZS             Female headed households (% of households with a female head)
SP.M15.2024.FE.ZS          Women who were first married by age 15 (% of women ages 20-24)
SP.M18.2024.FE.ZS          Women who were first married by age 18 (% of women ages 20-24)
SP.MTR.1519.ZS             Teenage mothers (% of women ages 15-19 who have had children or are currently pregnant)
SP.POP.0004.FE.5Y          Population ages 00-04, female (% of female population)
SP.POP.0004.MA.5Y          Population ages 00-04, male (% of male population)
SP.POP.0014.FE.IN          Population ages 0-14, female
SP.POP.0014.FE.ZS          Population ages 0-14, female (% of female population)
SP.POP.0014.MA.IN          Population ages 0-14, male
SP.POP.0014.MA.ZS          Population ages 0-14, male (% of male population)
SP.POP.0014.TO             Population ages 0-14, total
SP.POP.0014.TO.ZS          Population ages 0-14 (% of total population)
SP.POP.0509.FE.5Y          Population ages 05-09, female (% of female population)
SP.POP.0509.MA.5Y          Population ages 05-09, male (% of male population)
SP.POP.1014.FE.5Y          Population ages 10-14, female (% of female population)
SP.POP.1014.MA.5Y          Population ages 10-14, male (% of male population)
SP.POP.1519.FE.5Y          Population ages 15-19, female (% of female population)
SP.POP.1519.MA.5Y          Population ages 15-19, male (% of male population)
SP.POP.1564.FE.IN          Population ages 15-64, female
SP.POP.1564.FE.ZS          Population ages 15-64, female (% of female population)
SP.POP.1564.MA.IN          Population ages 15-64, male
SP.POP.1564.MA.ZS          Population ages 15-64, male (% of male population)
SP.POP.1564.TO             Population ages 15-64, total
SP.POP.1564.TO.ZS          Population ages 15-64 (% of total population)
SP.POP.2024.FE.5Y          Population ages 20-24, female (% of female population)
SP.POP.2024.MA.5Y          Population ages 20-24, male (% of male population)
SP.POP.2529.FE.5Y          Population ages 25-29, female (% of female population)
SP.POP.2529.MA.5Y          Population ages 25-29, male (% of male population)
SP.POP.3034.FE.5Y          Population ages 30-34, female (% of female population)
SP.POP.3034.MA.5Y          Population ages 30-34, male (% of male population)
SP.POP.3539.FE.5Y          Population ages 35-39, female (% of female population)
SP.POP.3539.MA.5Y          Population ages 35-39, male (% of male population)
SP.POP.4044.FE.5Y          Population ages 40-44, female (% of female population)
SP.POP.4044.MA.5Y          Population ages 40-44, male (% of male population)
SP.POP.4549.FE.5Y          Population ages 45-49, female (% of female population)
SP.POP.4549.MA.5Y          Population ages 45-49, male (% of male population)
SP.POP.5054.FE.5Y          Population ages 50-54, female (% of female population)
SP.POP.5054.MA.5Y          Population ages 50-54, male (% of male population)
SP.POP.5559.FE.5Y          Population ages 55-59, female (% of female population)
SP.POP.5559.MA.5Y          Population ages 55-59, male (% of male population)
SP.POP.6064.FE.5Y          Population ages 60-64, female (% of female population)
SP.POP.6064.MA.5Y          Population ages 60-64, male (% of male population)
SP.POP.6569.FE.5Y          Population ages 65-69, female (% of female population)
SP.POP.6569.MA.5Y          Population ages 65-69, male (% of male population)
SP.POP.65UP.FE.IN          Population ages 65 and above, female
SP.POP.65UP.FE.ZS          Population ages 65 and above, female (% of female population)
SP.POP.65UP.MA.IN          Population ages 65 and above, male
SP.POP.65UP.MA.ZS          Population ages 65 and above, male (% of male population)
SP.POP.65UP.TO             Population ages 65 and above, total
SP.POP.65UP.TO.ZS          Population ages 65 and above (% of total population)
SP.POP.7074.FE.5Y          Population ages 70-74, female (% of female population)
SP.POP.7074.MA.5Y          Population ages 70-74, male (% of male population)
SP.POP.7579.FE.5Y          Population ages 75-79, female (% of female population)
SP.POP.7579.MA.5Y          Population ages 75-79, male (% of male population)
SP.POP.80UP.FE.5Y          Population ages 80 and above, female (% of female population)
SP.POP.80UP.MA.5Y          Population ages 80 and above, male (% of male population)
SP.POP.BRTH.MF             Sex ratio at birth (male births per female births)
SP.POP.DPND                Age dependency ratio (% of working-age population)
SP.POP.DPND.OL             Age dependency ratio, old (% of working-age population)
SP.POP.DPND.YG             Age dependency ratio, young (% of working-age population)
SP.POP.GROW                Population growth (annual %)
SP.POP.SCIE.RD.P6          Researchers in R&D (per million people)
SP.POP.TECH.RD.P6          Technicians in R&D (per million people)
SP.POP.TOTL                Population, total
SP.POP.TOTL.FE.IN          Population, female
SP.POP.TOTL.FE.ZS          Population, female (% of total population)
SP.POP.TOTL.MA.IN          Population, male
SP.POP.TOTL.MA.ZS          Population, male (% of total population)
SP.REG.BRTH.FE.ZS          Completeness of birth registration, female (%)
SP.REG.BRTH.MA.ZS          Completeness of birth registration, male (%)
SP.REG.BRTH.RU.ZS          Completeness of birth registration, rural (%)
SP.REG.BRTH.UR.ZS          Completeness of birth registration, urban (%)
SP.REG.BRTH.ZS             Completeness of birth registration (%)
SP.REG.DTHS.ZS             Completeness of death registration with cause-of-death information (%)
SP.RUR.TOTL                Rural population
SP.RUR.TOTL.ZG             Rural population growth (annual %)
SP.RUR.TOTL.ZS             Rural population (% of total population)
SP.URB.GROW                Urban population growth (annual %)
SP.URB.TOTL                Urban population
SP.URB.TOTL.IN.ZS          Urban population (% of total population)
SP.UWT.TFRT                Unmet need for contraception (% of married women ages 15-49)
ST.INT.ARVL                International tourism, number of arrivals
ST.INT.DPRT                International tourism, number of departures
ST.INT.RCPT.CD             International tourism, receipts (current US$)
ST.INT.RCPT.XP.ZS          International tourism, receipts (% of total exports)
ST.INT.TRNR.CD             International tourism, receipts for passenger transport items (current US$)
ST.INT.TRNX.CD             International tourism, expenditures for passenger transport items (current US$)
ST.INT.TVLR.CD             International tourism, receipts for travel items (current US$)
ST.INT.TVLX.CD             International tourism, expenditures for travel items (current US$)
ST.INT.XPND.CD             International tourism, expenditures (current US$)
ST.INT.XPND.MP.ZS          International tourism, expenditures (% of total imports)
TG.VAL.TOTL.GD.ZS          Merchandise trade (% of GDP)
TM.QTY.MRCH.XD.WD          Import volume index (2000 = 100)
TM.TAX.MANF.BC.ZS          Binding coverage, manufactured products (%)
TM.TAX.MANF.BR.ZS          Bound rate, simple mean, manufactured products (%)
TM.TAX.MANF.IP.ZS          Share of tariff lines with international peaks, manufactured products (%)
TM.TAX.MANF.SM.AR.ZS       Tariff rate, applied, simple mean, manufactured products (%)
TM.TAX.MANF.SM.FN.ZS       Tariff rate, most favored nation, simple mean, manufactured products (%)
TM.TAX.MANF.SR.ZS          Share of tariff lines with specific rates, manufactured products (%)
TM.TAX.MANF.WM.AR.ZS       Tariff rate, applied, weighted mean, manufactured products (%)
TM.TAX.MANF.WM.FN.ZS       Tariff rate, most favored nation, weighted mean, manufactured products (%)
TM.TAX.MRCH.BC.ZS          Binding coverage, all products (%)
TM.TAX.MRCH.BR.ZS          Bound rate, simple mean, all products (%)
TM.TAX.MRCH.IP.ZS          Share of tariff lines with international peaks, all products (%)
TM.TAX.MRCH.SM.AR.ZS       Tariff rate, applied, simple mean, all products (%)
TM.TAX.MRCH.SM.FN.ZS       Tariff rate, most favored nation, simple mean, all products (%)
TM.TAX.MRCH.SR.ZS          Share of tariff lines with specific rates, all products (%)
TM.TAX.MRCH.WM.AR.ZS       Tariff rate, applied, weighted mean, all products (%)
TM.TAX.MRCH.WM.FN.ZS       Tariff rate, most favored nation, weighted mean, all products (%)
TM.TAX.TCOM.BC.ZS          Binding coverage, primary products (%)
TM.TAX.TCOM.BR.ZS          Bound rate, simple mean, primary products (%)
TM.TAX.TCOM.IP.ZS          Share of tariff lines with international peaks, primary products (%)
TM.TAX.TCOM.SM.AR.ZS       Tariff rate, applied, simple mean, primary products (%)
TM.TAX.TCOM.SM.FN.ZS       Tariff rate, most favored nation, simple mean, primary products (%)
TM.TAX.TCOM.SR.ZS          Share of tariff lines with specific rates, primary products (%)
TM.TAX.TCOM.WM.AR.ZS       Tariff rate, applied, weighted mean, primary products (%)
TM.TAX.TCOM.WM.FN.ZS       Tariff rate, most favored nation, weighted mean, primary products (%)
TM.UVI.MRCH.XD.WD          Import unit value index (2015 = 100)
TM.VAL.AGRI.ZS.UN          Agricultural raw materials imports (% of merchandise imports)
TM.VAL.FOOD.ZS.UN          Food imports (% of merchandise imports)
TM.VAL.FUEL.ZS.UN          Fuel imports (% of merchandise imports)
TM.VAL.ICTG.ZS.UN          ICT goods imports (% total goods imports)
TM.VAL.INSF.ZS.WT          Insurance and financial services (% of commercial service imports)
TM.VAL.MANF.ZS.UN          Manufactures imports (% of merchandise imports)
TM.VAL.MMTL.ZS.UN          Ores and metals imports (% of merchandise imports)
TM.VAL.MRCH.AL.ZS          Merchandise imports from economies in the Arab World (% of total merchandise imports)
TM.VAL.MRCH.CD.WT          Merchandise imports (current US$)
TM.VAL.MRCH.HI.ZS          Merchandise imports from high-income economies (% of total merchandise imports)
TM.VAL.MRCH.OR.ZS          Merchandise imports from low- and middle-income economies outside region (% of total merchandise imports)
TM.VAL.MRCH.R1.ZS          Merchandise imports from low- and middle-income economies in East Asia & Pacific (% of total merchandise imports)
TM.VAL.MRCH.R2.ZS          Merchandise imports from low- and middle-income economies in Europe & Central Asia (% of total merchandise imports)
TM.VAL.MRCH.R3.ZS          Merchandise imports from low- and middle-income economies in Latin America & the Caribbean (% of total merchandise imports)
TM.VAL.MRCH.R4.ZS          Merchandise imports from low- and middle-income economies in Middle East & North Africa (% of total merchandise imports)
TM.VAL.MRCH.R5.ZS          Merchandise imports from low- and middle-income economies in South Asia (% of total merchandise imports)
TM.VAL.MRCH.R6.ZS          Merchandise imports from low- and middle-income economies in Sub-Saharan Africa (% of total merchandise imports)
TM.VAL.MRCH.RS.ZS          Merchandise imports by the reporting economy, residual (% of total merchandise imports)
TM.VAL.MRCH.WL.CD          Merchandise imports by the reporting economy (current US$)
TM.VAL.MRCH.WR.ZS          Merchandise imports from low- and middle-income economies within region (% of total merchandise imports)
TM.VAL.MRCH.XD.WD          Import value index (2000 = 100)
TM.VAL.OTHR.ZS.WT          Computer, communications and other services (% of commercial service imports)
TM.VAL.SERV.CD.WT          Commercial service imports (current US$)
TM.VAL.TRAN.ZS.WT          Transport services (% of commercial service imports)
TM.VAL.TRVL.ZS.WT          Travel services (% of commercial service imports)
TT.PRI.MRCH.XD.WD          Net barter terms of trade index (2000 = 100)
TX.MNF.TECH.ZS.UN          Medium and high-tech exports (% manufactured exports)
TX.QTY.MRCH.XD.WD          Export volume index (2000 = 100)
TX.UVI.MRCH.XD.WD          Export unit value index (2015 = 100)
TX.VAL.AGRI.ZS.UN          Agricultural raw materials exports (% of merchandise exports)
TX.VAL.FOOD.ZS.UN          Food exports (% of merchandise exports)
TX.VAL.FUEL.ZS.UN          Fuel exports (% of merchandise exports)
TX.VAL.ICTG.ZS.UN          ICT goods exports (% of total goods exports)
TX.VAL.INSF.ZS.WT          Insurance and financial services (% of commercial service exports)
TX.VAL.MANF.ZS.UN          Manufactures exports (% of merchandise exports)
TX.VAL.MMTL.ZS.UN          Ores and metals exports (% of merchandise exports)
TX.VAL.MRCH.AL.ZS          Merchandise exports to economies in the Arab World (% of total merchandise exports)
TX.VAL.MRCH.CD.WT          Merchandise exports (current US$)
TX.VAL.MRCH.HI.ZS          Merchandise exports to high-income economies (% of total merchandise exports)
TX.VAL.MRCH.OR.ZS          Merchandise exports to low- and middle-income economies outside region (% of total merchandise exports)
TX.VAL.MRCH.R1.ZS          Merchandise exports to low- and middle-income economies in East Asia & Pacific (% of total merchandise exports)
TX.VAL.MRCH.R2.ZS          Merchandise exports to low- and middle-income economies in Europe & Central Asia (% of total merchandise exports)
TX.VAL.MRCH.R3.ZS          Merchandise exports to low- and middle-income economies in Latin America & the Caribbean (% of total merchandise exports)
TX.VAL.MRCH.R4.ZS          Merchandise exports to low- and middle-income economies in Middle East & North Africa (% of total merchandise exports)
TX.VAL.MRCH.R5.ZS          Merchandise exports to low- and middle-income economies in South Asia (% of total merchandise exports)
TX.VAL.MRCH.R6.ZS          Merchandise exports to low- and middle-income economies in Sub-Saharan Africa (% of total merchandise exports)
TX.VAL.MRCH.RS.ZS          Merchandise exports by the reporting economy, residual (% of total merchandise exports)
TX.VAL.MRCH.WL.CD          Merchandise exports by the reporting economy (current US$)
TX.VAL.MRCH.WR.ZS          Merchandise exports to low- and middle-income economies within region (% of total merchandise exports)
TX.VAL.MRCH.XD.WD          Export value index (2000 = 100)
TX.VAL.OTHR.ZS.WT          Computer, communications and other services (% of commercial service exports)
TX.VAL.SERV.CD.WT          Commercial service exports (current US$)
TX.VAL.TECH.CD             High-technology exports (current US$)
TX.VAL.TECH.MF.ZS          High-technology exports (% of manufactured exports)
TX.VAL.TRAN.ZS.WT          Transport services (% of commercial service exports)
TX.VAL.TRVL.ZS.WT          Travel services (% of commercial service exports)
VC.BTL.DETH                Battle-related deaths (number of people)
VC.IDP.NWCV                Internally displaced persons, new displacement associated with conflict and violence (number of cases)
VC.IDP.NWDS                Internally displaced persons, new displacement associated with disasters (number of cases)
VC.IDP.TOCV                Internally displaced persons, total displaced by conflict and violence (number of people)
VC.IHR.PSRC.FE.P5          Intentional homicides, female (per 100,000 female)
VC.IHR.PSRC.MA.P5          Intentional homicides, male (per 100,000 male)
VC.IHR.PSRC.P5             Intentional homicides (per 100,000 people)
                           1442 elements
In [4]:
#Lsit of Countries
wb.economy.info()
Out[4]:
id value region incomeLevel
ABW Aruba LCN HIC
AFE Africa Eastern and Southern
AFG Afghanistan SAS LIC
AFW Africa Western and Central
AGO Angola SSF LMC
ALB Albania ECS UMC
AND Andorra ECS HIC
ARB Arab World
ARE United Arab Emirates MEA HIC
ARG Argentina LCN UMC
ARM Armenia ECS UMC
ASM American Samoa EAS UMC
ATG Antigua and Barbuda LCN HIC
AUS Australia EAS HIC
AUT Austria ECS HIC
AZE Azerbaijan ECS UMC
BDI Burundi SSF LIC
BEL Belgium ECS HIC
BEN Benin SSF LMC
BFA Burkina Faso SSF LIC
BGD Bangladesh SAS LMC
BGR Bulgaria ECS UMC
BHR Bahrain MEA HIC
BHS Bahamas, The LCN HIC
BIH Bosnia and Herzegovina ECS UMC
BLR Belarus ECS UMC
BLZ Belize LCN UMC
BMU Bermuda NAC HIC
BOL Bolivia LCN LMC
BRA Brazil LCN UMC
BRB Barbados LCN HIC
BRN Brunei Darussalam EAS HIC
BTN Bhutan SAS LMC
BWA Botswana SSF UMC
CAF Central African Republic SSF LIC
CAN Canada NAC HIC
CEB Central Europe and the Baltics
CHE Switzerland ECS HIC
CHI Channel Islands ECS HIC
CHL Chile LCN HIC
CHN China EAS UMC
CIV Cote d'Ivoire SSF LMC
CMR Cameroon SSF LMC
COD Congo, Dem. Rep. SSF LIC
COG Congo, Rep. SSF LMC
COL Colombia LCN UMC
COM Comoros SSF LMC
CPV Cabo Verde SSF LMC
CRI Costa Rica LCN UMC
CSS Caribbean small states
CUB Cuba LCN UMC
CUW Curacao LCN HIC
CYM Cayman Islands LCN HIC
CYP Cyprus ECS HIC
CZE Czechia ECS HIC
DEU Germany ECS HIC
DJI Djibouti MEA LMC
DMA Dominica LCN UMC
DNK Denmark ECS HIC
DOM Dominican Republic LCN UMC
DZA Algeria MEA LMC
EAP East Asia & Pacific (excluding high income)
EAR Early-demographic dividend
EAS East Asia & Pacific
ECA Europe & Central Asia (excluding high income)
ECS Europe & Central Asia
ECU Ecuador LCN UMC
EGY Egypt, Arab Rep. MEA LMC
EMU Euro area
ERI Eritrea SSF LIC
ESP Spain ECS HIC
EST Estonia ECS HIC
ETH Ethiopia SSF LIC
EUU European Union
FCS Fragile and conflict affected situations
FIN Finland ECS HIC
FJI Fiji EAS UMC
FRA France ECS HIC
FRO Faroe Islands ECS HIC
FSM Micronesia, Fed. Sts. EAS LMC
GAB Gabon SSF UMC
GBR United Kingdom ECS HIC
GEO Georgia ECS UMC
GHA Ghana SSF LMC
GIB Gibraltar ECS HIC
GIN Guinea SSF LIC
GMB Gambia, The SSF LIC
GNB Guinea-Bissau SSF LIC
GNQ Equatorial Guinea SSF UMC
GRC Greece ECS HIC
GRD Grenada LCN UMC
GRL Greenland ECS HIC
GTM Guatemala LCN UMC
GUM Guam EAS HIC
GUY Guyana LCN UMC
HIC High income
HKG Hong Kong SAR, China EAS HIC
HND Honduras LCN LMC
HPC Heavily indebted poor countries (HIPC)
HRV Croatia ECS HIC
HTI Haiti LCN LMC
HUN Hungary ECS HIC
IBD IBRD only
IBT IDA & IBRD total
IDA IDA total
IDB IDA blend
IDN Indonesia EAS LMC
IDX IDA only
IMN Isle of Man ECS HIC
IND India SAS LMC
INX Not classified
IRL Ireland ECS HIC
IRN Iran, Islamic Rep. MEA LMC
IRQ Iraq MEA UMC
ISL Iceland ECS HIC
ISR Israel MEA HIC
ITA Italy ECS HIC
JAM Jamaica LCN UMC
JOR Jordan MEA UMC
JPN Japan EAS HIC
KAZ Kazakhstan ECS UMC
KEN Kenya SSF LMC
KGZ Kyrgyz Republic ECS LMC
KHM Cambodia EAS LMC
KIR Kiribati EAS LMC
KNA St. Kitts and Nevis LCN HIC
KOR Korea, Rep. EAS HIC
KWT Kuwait MEA HIC
LAC Latin America & Caribbean (excluding high income)
LAO Lao PDR EAS LMC
LBN Lebanon MEA LMC
LBR Liberia SSF LIC
LBY Libya MEA UMC
LCA St. Lucia LCN UMC
LCN Latin America & Caribbean
LDC Least developed countries: UN classification
LIC Low income
LIE Liechtenstein ECS HIC
LKA Sri Lanka SAS LMC
LMC Lower middle income
LMY Low & middle income
LSO Lesotho SSF LMC
LTE Late-demographic dividend
LTU Lithuania ECS HIC
LUX Luxembourg ECS HIC
LVA Latvia ECS HIC
MAC Macao SAR, China EAS HIC
MAF St. Martin (French part) LCN HIC
MAR Morocco MEA LMC
MCO Monaco ECS HIC
MDA Moldova ECS UMC
MDG Madagascar SSF LIC
MDV Maldives SAS UMC
MEA Middle East & North Africa
MEX Mexico LCN UMC
MHL Marshall Islands EAS UMC
MIC Middle income
MKD North Macedonia ECS UMC
MLI Mali SSF LIC
MLT Malta MEA HIC
MMR Myanmar EAS LMC
MNA Middle East & North Africa (excluding high income)
MNE Montenegro ECS UMC
MNG Mongolia EAS LMC
MNP Northern Mariana Islands EAS HIC
MOZ Mozambique SSF LIC
MRT Mauritania SSF LMC
MUS Mauritius SSF UMC
MWI Malawi SSF LIC
MYS Malaysia EAS UMC
NAC North America
NAM Namibia SSF UMC
NCL New Caledonia EAS HIC
NER Niger SSF LIC
NGA Nigeria SSF LMC
NIC Nicaragua LCN LMC
NLD Netherlands ECS HIC
NOR Norway ECS HIC
NPL Nepal SAS LMC
NRU Nauru EAS HIC
NZL New Zealand EAS HIC
OED OECD members
OMN Oman MEA HIC
OSS Other small states
PAK Pakistan SAS LMC
PAN Panama LCN HIC
PER Peru LCN UMC
PHL Philippines EAS LMC
PLW Palau EAS UMC
PNG Papua New Guinea EAS LMC
POL Poland ECS HIC
PRE Pre-demographic dividend
PRI Puerto Rico LCN HIC
PRK Korea, Dem. People's Rep. EAS LIC
PRT Portugal ECS HIC
PRY Paraguay LCN UMC
PSE West Bank and Gaza MEA LMC
PSS Pacific island small states
PST Post-demographic dividend
PYF French Polynesia EAS HIC
QAT Qatar MEA HIC
ROU Romania ECS HIC
RUS Russian Federation ECS UMC
RWA Rwanda SSF LIC
SAS South Asia
SAU Saudi Arabia MEA HIC
SDN Sudan SSF LIC
SEN Senegal SSF LMC
SGP Singapore EAS HIC
SLB Solomon Islands EAS LMC
SLE Sierra Leone SSF LIC
SLV El Salvador LCN LMC
SMR San Marino ECS HIC
SOM Somalia SSF LIC
SRB Serbia ECS UMC
SSA Sub-Saharan Africa (excluding high income)
SSD South Sudan SSF LIC
SSF Sub-Saharan Africa
SST Small states
STP Sao Tome and Principe SSF LMC
SUR Suriname LCN UMC
SVK Slovak Republic ECS HIC
SVN Slovenia ECS HIC
SWE Sweden ECS HIC
SWZ Eswatini SSF LMC
SXM Sint Maarten (Dutch part) LCN HIC
SYC Seychelles SSF HIC
SYR Syrian Arab Republic MEA LIC
TCA Turks and Caicos Islands LCN HIC
TCD Chad SSF LIC
TEA East Asia & Pacific (IDA & IBRD countries)
TEC Europe & Central Asia (IDA & IBRD countries)
TGO Togo SSF LIC
THA Thailand EAS UMC
TJK Tajikistan ECS LMC
TKM Turkmenistan ECS UMC
TLA Latin America & the Caribbean (IDA & IBRD countries)
TLS Timor-Leste EAS LMC
TMN Middle East & North Africa (IDA & IBRD countries)
TON Tonga EAS UMC
TSA South Asia (IDA & IBRD)
TSS Sub-Saharan Africa (IDA & IBRD countries)
TTO Trinidad and Tobago LCN HIC
TUN Tunisia MEA LMC
TUR Turkiye ECS UMC
TUV Tuvalu EAS UMC
TZA Tanzania SSF LMC
UGA Uganda SSF LIC
UKR Ukraine ECS LMC
UMC Upper middle income
URY Uruguay LCN HIC
USA United States NAC HIC
UZB Uzbekistan ECS LMC
VCT St. Vincent and the Grenadines LCN UMC
VEN Venezuela, RB LCN INX
VGB British Virgin Islands LCN HIC
VIR Virgin Islands (U.S.) LCN HIC
VNM Vietnam EAS LMC
VUT Vanuatu EAS LMC
WLD World
WSM Samoa EAS LMC
XKX Kosovo ECS UMC
YEM Yemen, Rep. MEA LIC
ZAF South Africa SSF UMC
ZMB Zambia SSF LIC
ZWE Zimbabwe SSF LMC
266 elements
In [10]:
df1.columns = ["Ececltricity Access %", "Renewable electricity excluding Hydro"]
In [11]:
df1
Out[11]:
Ececltricity Access % Renewable electricity excluding Hydro
BRA 99.710899 7.048700e+10
CAN 100.000000 4.203700e+10
CHI 100.000000 NaN
CRI 99.409805 2.637000e+09
DEU 100.000000 1.683890e+11
GBR 100.000000 7.726200e+10
IND 88.000000 7.414300e+10
JPN 100.000000 8.029200e+10
NZL 100.000000 1.086500e+10
USA 100.000000 3.174210e+11
In [12]:
#trying the query function for easy ID retrieval
wb.series.info(q='gdp')
---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
<ipython-input-12-d1e304815de6> in <module>
      1 #trying the query function for easy ID retrieval
----> 2 wb.series.info(q='gdp')

TypeError: info() got an unexpected keyword argument 'q'
In [13]:
#Trial target Dataframe
df2 = wb.data.DataFrame(["NY.GDP.PCAP.CD", "SH.XPD.CHEX.PC.CD", "SH.XPD.GHED.PC.CD", "SH.XPD.PVTD.PC.CD", "SP.POP.TOTL", "SP.DYN.LE00.IN", "SE.XPD.TOTL.GB.ZS"], ["CAN", "CHI", "CRI", "DEU", "GBR", "IND", "JPN", "NZL", "USA", "BRA"], range(2000, 2021, 3), columns = 'series').reset_index()
df2
Out[13]:
economy time NY.GDP.PCAP.CD SE.XPD.TOTL.GB.ZS SH.XPD.CHEX.PC.CD SH.XPD.GHED.PC.CD SH.XPD.PVTD.PC.CD SP.DYN.LE00.IN SP.POP.TOTL
0 BRA YR2000 3749.910848 11.45216 312.539276 130.127461 181.417326 70.116000 174790339.0
1 BRA YR2003 3070.436419 NaN 251.437942 107.758362 143.184478 71.170000 181809244.0
2 BRA YR2006 5886.391522 12.42637 485.599335 208.455149 276.628872 72.260000 188167353.0
3 BRA YR2009 8597.794335 14.72636 721.768005 318.756316 401.935627 73.300000 193886505.0
4 BRA YR2012 12370.223255 15.72778 957.007080 414.975580 540.839382 74.209000 199287292.0
... ... ... ... ... ... ... ... ... ...
65 USA YR2006 46302.000880 NaN 6828.615723 3159.012788 3669.603185 77.687805 298379912.0
66 USA YR2009 47194.943355 NaN 7657.559082 3714.851415 3942.707305 78.390244 306771529.0
67 USA YR2012 51784.418574 NaN 8342.580078 4074.731279 4267.848607 78.741463 313877662.0
68 USA YR2015 56762.729452 13.54564 9392.066406 4804.292251 4587.773689 78.690244 320738994.0
69 USA YR2018 62805.253758 13.14618 10515.323242 5338.817901 5176.505356 78.639024 326838199.0

70 rows × 9 columns

In [14]:
#Removing null/missing values
df2.dropna(inplace=True)
In [15]:
df2.isnull().sum()
Out[15]:
economy              0
time                 0
NY.GDP.PCAP.CD       0
SE.XPD.TOTL.GB.ZS    0
SH.XPD.CHEX.PC.CD    0
SH.XPD.GHED.PC.CD    0
SH.XPD.PVTD.PC.CD    0
SP.DYN.LE00.IN       0
SP.POP.TOTL          0
dtype: int64
In [20]:
#Renaiming the columns
df2.columns= ["Country", "Year", "GDP per capita", "Current health expenditure per capita", "Domestic general government health expenditure per capita", "Domestic private health expenditure per capita", "Population", "Life expectancy at birth, total (years)", "Government expenditure on education"]
In [21]:
df2
Out[21]:
Country Year GDP per capita Current health expenditure per capita Domestic general government health expenditure per capita Domestic private health expenditure per capita Population Life expectancy at birth, total (years) Government expenditure on education
0 BRA YR2000 3749.910848 11.452160 312.539276 130.127461 181.417326 70.116000 1.747903e+08
2 BRA YR2006 5886.391522 12.426370 485.599335 208.455149 276.628872 72.260000 1.881674e+08
3 BRA YR2009 8597.794335 14.726360 721.768005 318.756316 401.935627 73.300000 1.938865e+08
4 BRA YR2012 12370.223255 15.727780 957.007080 414.975580 540.839382 74.209000 1.992873e+08
5 BRA YR2015 8813.989806 16.218109 785.264832 339.677802 444.957778 74.994000 2.044718e+08
6 BRA YR2018 9151.381732 16.148359 866.155396 355.919034 509.496483 75.672000 2.094693e+08
7 CAN YR2000 24271.002056 12.982600 2007.880859 1462.774088 545.106766 79.136585 3.068573e+07
10 CAN YR2009 40876.310154 12.483640 4371.552734 3067.904908 1303.647664 80.995122 3.362890e+07
21 CRI YR2000 3789.053886 18.819510 248.753418 161.498182 84.489728 77.452000 3.962369e+06
22 CRI YR2003 4147.824369 20.151720 289.068268 191.868319 96.230259 77.871000 4.164053e+06
23 CRI YR2006 5227.465952 20.643339 362.504913 239.649329 122.532051 78.239000 4.345421e+06
24 CRI YR2009 6801.036735 23.408220 534.574463 379.241544 153.815162 78.626000 4.520739e+06
25 CRI YR2012 10075.004616 23.501560 784.482971 554.476168 229.509002 79.074000 4.688003e+06
26 CRI YR2015 11642.778052 23.373430 883.915466 642.661279 241.197950 79.565000 4.847805e+06
27 CRI YR2018 12485.423896 26.086670 909.673096 658.548246 251.068277 80.095000 4.999443e+06
30 DEU YR2006 36353.880334 9.492490 3697.921631 2782.412192 915.509459 79.131707 8.237645e+07
31 DEU YR2009 41650.367830 10.185640 4674.783203 3536.844008 1137.939193 79.836585 8.190231e+07
32 DEU YR2012 43855.854466 11.034740 4765.583008 3595.327659 1170.239263 80.539024 8.042582e+07
33 DEU YR2015 41103.256436 10.999160 4624.556641 3559.336807 1065.219842 80.641463 8.168661e+07
34 DEU YR2018 47973.607624 11.225580 5481.987305 4252.241002 1229.746346 80.892683 8.290578e+07
35 GBR YR2000 28223.067571 11.848000 2029.524902 1557.004436 472.360797 77.741463 5.889251e+07
36 GBR YR2003 34487.467572 13.400500 2796.341064 2196.724931 599.381700 78.446341 5.964758e+07
37 GBR YR2006 44654.096921 12.960170 3842.675781 3153.092870 689.269695 79.248780 6.084682e+07
38 GBR YR2009 38952.211026 12.384750 3841.878906 3178.789115 662.802058 80.051220 6.227627e+07
40 GBR YR2015 45404.567773 13.490210 4477.285645 3582.186799 894.628726 80.956098 6.511622e+07
41 GBR YR2018 43646.951971 13.344080 4270.221191 3389.788368 879.840037 81.256098 6.646034e+07
42 IND YR2000 443.314194 16.730511 18.502394 3.826322 14.179919 62.505000 1.056576e+09
43 IND YR2003 546.726613 12.410800 21.997799 4.117197 17.546480 63.699000 1.111523e+09
44 IND YR2006 806.753281 11.693710 29.562338 6.062100 23.075984 64.918000 1.165486e+09
45 IND YR2009 1101.960838 11.191200 38.303394 9.809577 28.103697 66.244000 1.217726e+09
46 IND YR2012 1443.882435 13.992120 48.946217 13.699792 34.785080 67.545000 1.265780e+09
47 IND YR2015 1605.605445 15.692220 58.916901 15.106368 43.391181 68.607000 1.310152e+09
48 IND YR2018 1998.259076 16.635380 60.265675 18.126491 41.632668 69.416000 1.352642e+09
57 NZL YR2003 21913.708172 16.758430 1610.937622 1216.236397 394.721588 79.146341 4.027200e+06
58 NZL YR2006 26654.593202 15.163370 2301.891846 1777.487604 524.319476 80.048780 4.184600e+06
59 NZL YR2009 28209.362327 15.343600 2700.977051 2099.188195 601.761062 80.702439 4.302600e+06
60 NZL YR2012 39973.380759 17.752741 3805.971680 2988.038112 817.832614 81.156098 4.408100e+06
61 NZL YR2015 38630.726589 16.373510 3582.272949 2675.735451 906.501439 81.456829 4.609400e+06
62 NZL YR2018 43250.440974 16.082960 4037.462891 3021.277157 1016.331319 81.858537 4.900600e+06
68 USA YR2015 56762.729452 13.545640 9392.066406 4804.292251 4587.773689 78.690244 3.207390e+08
69 USA YR2018 62805.253758 13.146180 10515.323242 5338.817901 5176.505356 78.639024 3.268382e+08
In [22]:
#renaming Country from Country code to Country Name
df2['Country'] = df2['Country'].replace(['BRA', 'CAN', 'CRI', 'DEU', 'GBR', 'IND', 'NZL', 'USA'],['Brazil', 'Canada', 'Costa Rica', 'Germany', 'United Kingdom', 'India', 'New Zealand', 'United States'])

Importing Plotly for User Controllable Visualizations

In [23]:
import plotly
import chart_studio.plotly as py
from chart_studio.grid_objs import Grid, Column
import plotly.figure_factory as ff
import plotly.graph_objects as go
import plotly.express as px

Scatter Plot for comparing Current Health expenditure spent by a Country with respect to GDP

In [24]:
px.scatter(df2, x="GDP per capita", y="Current health expenditure per capita", animation_frame="Year", animation_group="Country",
           size="Population", color="Country", hover_name="Country",
           log_x=True, size_max=100, range_x=[100,100000], range_y=[25,90])

Countries DataFrame

In [66]:
df = wb.economy.DataFrame(skipAggs = False).reset_index()
#df.drop(["aggregate", "longitude", "latitude", "adminregion", "lendingType", "incomeLevel", "capitalCity"])
x = pd.DataFrame(df)
x = x.drop(['aggregate', "longitude", "latitude", "adminregion", "lendingType", "incomeLevel", "capitalCity"], axis=1)
x.columns = ["economy", "Country Name", "Region"]
x
Out[66]:
economy Country Name Region
0 ABW Aruba LCN
1 AFE Africa Eastern and Southern
2 AFG Afghanistan SAS
3 AFW Africa Western and Central
4 AGO Angola SSF
... ... ... ...
261 XKX Kosovo ECS
262 YEM Yemen, Rep. MEA
263 ZAF South Africa SSF
264 ZMB Zambia SSF
265 ZWE Zimbabwe SSF

266 rows × 3 columns

Target Dataset

In [70]:
dataset = wb.data.DataFrame(["NY.GDP.PCAP.CD", "SH.XPD.CHEX.PC.CD", "SH.XPD.GHED.PC.CD", "SH.XPD.PVTD.PC.CD", "SP.POP.TOTL", "SP.DYN.LE00.IN", "SE.XPD.TOTL.GB.ZS"], time = range(2000, 2021, 5), columns = 'series').reset_index()
dataset.columns = ["economy", "Year", "GDP per capita", "Current health expenditure per capita", "Domestic general government health expenditure per capita", "Domestic private health expenditure per capita", "Population", "Life expectancy at birth, total (years)", "Government expenditure on education"]
In [71]:
dataset
Out[71]:
economy Year GDP per capita Current health expenditure per capita Domestic general government health expenditure per capita Domestic private health expenditure per capita Population Life expectancy at birth, total (years) Government expenditure on education
0 ABW YR2000 20614.799348 21.807711 NaN NaN NaN 73.787 90866.0
1 ABW YR2005 23591.159838 18.888281 NaN NaN NaN 74.287 100028.0
2 ABW YR2010 24134.473859 22.176781 NaN NaN NaN 75.017 101665.0
3 ABW YR2015 28399.050131 23.201380 NaN NaN NaN 75.725 104339.0
4 ABW YR2020 23384.298791 NaN NaN NaN NaN 76.434 106766.0
... ... ... ... ... ... ... ... ... ...
1325 ZWE YR2000 563.057504 NaN NaN NaN NaN 44.649 11881482.0
1326 ZWE YR2005 476.555403 NaN NaN NaN NaN 43.241 12076697.0
1327 ZWE YR2010 948.331481 8.536720 99.348557 26.111711 45.939417 50.640 12697728.0
1328 ZWE YR2015 1445.069702 29.470831 107.686999 22.418236 59.147940 59.534 13814642.0
1329 ZWE YR2020 1214.509820 NaN NaN NaN NaN 61.738 14862927.0

1330 rows × 9 columns

In [72]:
dataset = pd.merge(x, dataset, how='outer', on= "economy" )
dataset
Out[72]:
economy Country Name Region Year GDP per capita Current health expenditure per capita Domestic general government health expenditure per capita Domestic private health expenditure per capita Population Life expectancy at birth, total (years) Government expenditure on education
0 ABW Aruba LCN YR2000 20614.799348 21.807711 NaN NaN NaN 73.787 90866.0
1 ABW Aruba LCN YR2005 23591.159838 18.888281 NaN NaN NaN 74.287 100028.0
2 ABW Aruba LCN YR2010 24134.473859 22.176781 NaN NaN NaN 75.017 101665.0
3 ABW Aruba LCN YR2015 28399.050131 23.201380 NaN NaN NaN 75.725 104339.0
4 ABW Aruba LCN YR2020 23384.298791 NaN NaN NaN NaN 76.434 106766.0
... ... ... ... ... ... ... ... ... ... ... ...
1325 ZWE Zimbabwe SSF YR2000 563.057504 NaN NaN NaN NaN 44.649 11881482.0
1326 ZWE Zimbabwe SSF YR2005 476.555403 NaN NaN NaN NaN 43.241 12076697.0
1327 ZWE Zimbabwe SSF YR2010 948.331481 8.536720 99.348557 26.111711 45.939417 50.640 12697728.0
1328 ZWE Zimbabwe SSF YR2015 1445.069702 29.470831 107.686999 22.418236 59.147940 59.534 13814642.0
1329 ZWE Zimbabwe SSF YR2020 1214.509820 NaN NaN NaN NaN 61.738 14862927.0

1330 rows × 11 columns

Cleaning Target Dataset

In [73]:
dataset.dropna(inplace=True)
dataset.isnull().sum()
dataset
Out[73]:
economy Country Name Region Year GDP per capita Current health expenditure per capita Domestic general government health expenditure per capita Domestic private health expenditure per capita Population Life expectancy at birth, total (years) Government expenditure on education
5 AFE Africa Eastern and Southern YR2000 713.177900 15.890510 44.195249 15.599017 26.082182 51.276129 398113044.0
6 AFE Africa Eastern and Southern YR2005 1129.701204 18.143141 70.451047 26.970743 33.059165 53.966550 453404076.0
7 AFE Africa Eastern and Southern YR2010 1659.654922 17.224030 107.706700 47.263324 44.576128 58.470697 518468229.0
8 AFE Africa Eastern and Southern YR2015 1556.316469 16.962910 99.008506 45.038192 43.497951 62.259288 593871847.0
11 AFG Afghanistan SAS YR2005 242.031313 15.080000 23.890501 1.270819 18.866350 58.290000 25654274.0
... ... ... ... ... ... ... ... ... ... ... ...
1321 ZMB Zambia SSF YR2005 702.741118 7.729730 48.214775 12.864070 18.337992 48.496000 11856244.0
1322 ZMB Zambia SSF YR2010 1489.459087 16.900000 55.392830 12.530782 17.591750 55.655000 13605986.0
1323 ZMB Zambia SSF YR2015 1338.290927 16.335600 59.337643 27.969548 9.792813 61.737000 15879370.0
1327 ZWE Zimbabwe SSF YR2010 948.331481 8.536720 99.348557 26.111711 45.939417 50.640000 12697728.0
1328 ZWE Zimbabwe SSF YR2015 1445.069702 29.470831 107.686999 22.418236 59.147940 59.534000 13814642.0

651 rows × 11 columns

In [74]:
#Removing Null region values and converting region code to Region Name
dataset['Region'].replace('', np.nan, inplace=True)
dataset.dropna(inplace=True)
dataset.isnull().sum()
dataset
dataset['Region'].unique()
Out[74]:
array(['SAS', 'SSF', 'ECS', 'LCN', 'EAS', 'MEA', 'NAC'], dtype=object)
In [75]:
dataset['Region'] = dataset['Region'].replace(['SAS', 'SSF', 'ECS', 'LCN', 'EAS', 'MEA', 'NAC'], ['South Asia', 'Sub-Saharan Africa', 'Europe and Central Asia', 'Latin America & the Caribbean', 'East Asia and Pacific', 'Middle East and North Africa', 'North America'])
In [76]:
dataset['Region'].unique()
Out[76]:
array(['South Asia', 'Sub-Saharan Africa', 'Europe and Central Asia',
       'Latin America & the Caribbean', 'East Asia and Pacific',
       'Middle East and North Africa', 'North America'], dtype=object)
In [77]:
dataset['Country Name'].value_counts()
Out[77]:
Tajikistan     4
Spain          4
Italy          4
Israel         4
Iceland        4
              ..
Luxembourg     1
Suriname       1
Nigeria        1
Palau          1
Korea, Rep.    1
Name: Country Name, Length: 161, dtype: int64

Creating Scatter Plot to Compare GDP with the Current health expenditure

In [78]:
px.scatter(dataset, x="GDP per capita", y="Current health expenditure per capita", animation_frame="Year", animation_group="Country Name",
           size="Population", color="Region", hover_name="Country Name",
           log_x=True, size_max=100, range_x=[100,150000], range_y=[0,30])
In [79]:
# trial in making bar graphs with plotly
fig = px.bar(dataset, x="Region", y="Population", color="Region",
  animation_frame="Year", animation_group="Country Name", range_y=[0,4000000000])
fig.show()

Creating Map Heat Graphs For Life Expectancy for each Country

In [80]:
fig = px.choropleth(dataset, locations="economy",
                    color="Life expectancy at birth, total (years)", 
                    hover_name="Country Name", animation_frame=dataset["Year"],
                    color_continuous_scale=px.colors.sequential.Plasma)
fig.update_layout(transition = {'duration': 1000})
fig.show()

Bar Graph to measure Life Expectancy With respect to population and Year

In [54]:
fig = px.bar(dataset, x='Year', y='Population',
             hover_data=['Country Name', 'Life expectancy at birth, total (years)', 'GDP per capita'], color='Life expectancy at birth, total (years)',
             labels={'pop':'population of Canada'}, height=400)
fig.show()
In [81]:
df_filtered = dataset[dataset['Region'] == 'Latin America & the Caribbean']
fig = px.line(df_filtered, x="Year", y="Life expectancy at birth, total (years)", color='Country Name')
fig.show()
In [ ]: